GgingGgang commited on
Commit
21dafaa
·
1 Parent(s): 89a46d5
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. data_analysis/cifar100_result_summary.csv +84 -84
  2. data_analysis/cifar10_result_summary.csv +84 -84
  3. data_analysis/eval_analysis.ipynb +0 -0
  4. logs/LG/ddu_scores_cifar100_sam_0.01wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  5. logs/LG/ddu_scores_cifar100_sam_0.01wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  6. logs/LG/ddu_scores_cifar100_sam_0.01wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  7. logs/LG/ddu_scores_cifar100_sam_0.02wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  8. logs/LG/ddu_scores_cifar100_sam_0.02wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  9. logs/LG/ddu_scores_cifar100_sam_0.02wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  10. logs/LG/ddu_scores_cifar100_sam_0.05wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  11. logs/LG/ddu_scores_cifar100_sam_0.05wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  12. logs/LG/ddu_scores_cifar100_sam_0.05wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  13. logs/LG/ddu_scores_cifar100_sam_0.1wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  14. logs/LG/ddu_scores_cifar100_sam_0.1wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  15. logs/LG/ddu_scores_cifar100_sam_0.1wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  16. logs/LG/ddu_scores_cifar100_sam_0.2wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  17. logs/LG/ddu_scores_cifar100_sam_0.2wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  18. logs/LG/ddu_scores_cifar100_sam_0.2wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  19. logs/LG/ddu_scores_cifar100_sam_0.5wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  20. logs/LG/ddu_scores_cifar100_sam_0.5wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  21. logs/LG/ddu_scores_cifar100_sam_0.5wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  22. logs/LG/ddu_scores_cifar100_sgd_0wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  23. logs/LG/ddu_scores_cifar100_sgd_0wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  24. logs/LG/ddu_scores_cifar100_sgd_0wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  25. logs/LG/ddu_scores_cifar10_sam_0.01wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  26. logs/LG/ddu_scores_cifar10_sam_0.01wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  27. logs/LG/ddu_scores_cifar10_sam_0.01wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  28. logs/LG/ddu_scores_cifar10_sam_0.02wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  29. logs/LG/ddu_scores_cifar10_sam_0.02wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  30. logs/LG/ddu_scores_cifar10_sam_0.02wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  31. logs/LG/ddu_scores_cifar10_sam_0.05wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  32. logs/LG/ddu_scores_cifar10_sam_0.05wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  33. logs/LG/ddu_scores_cifar10_sam_0.05wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  34. logs/LG/ddu_scores_cifar10_sam_0.1wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  35. logs/LG/ddu_scores_cifar10_sam_0.1wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  36. logs/LG/ddu_scores_cifar10_sam_0.1wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  37. logs/LG/ddu_scores_cifar10_sam_0.2wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  38. logs/LG/ddu_scores_cifar10_sam_0.2wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  39. logs/LG/ddu_scores_cifar10_sam_0.2wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  40. logs/LG/ddu_scores_cifar10_sam_0.5wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  41. logs/LG/ddu_scores_cifar10_sam_0.5wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  42. logs/LG/ddu_scores_cifar10_sam_0.5wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  43. logs/LG/ddu_scores_cifar10_sgd_0wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  44. logs/LG/ddu_scores_cifar10_sgd_0wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  45. logs/LG/ddu_scores_cifar10_sgd_0wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  46. logs/LL/ddu_scores_cifar100_sam_0.01wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  47. logs/LL/ddu_scores_cifar100_sam_0.01wide_resnet_sn_3.0_mod_1_350.csv +0 -0
  48. logs/LL/ddu_scores_cifar100_sam_0.01wide_resnet_sn_3.0_mod_2_350.csv +0 -0
  49. logs/LL/ddu_scores_cifar100_sam_0.02wide_resnet_sn_3.0_mod_0_350.csv +0 -0
  50. logs/LL/ddu_scores_cifar100_sam_0.02wide_resnet_sn_3.0_mod_1_350.csv +0 -0
data_analysis/cifar100_result_summary.csv CHANGED
@@ -1,85 +1,85 @@
1
  train_data,optimizer,rho,backbone,seed,epoch,accuracy,ece,t_ece,Within-class Variance,Inter-class Distance,Anisotropy,Effective Rank,NC1 (Variability),NC2 (Mean Sim),NC2 (ETF Dist),NC3 (Alignment),NC4 (NCC Acc),ood_data,msp_auroc,entropy_auroc,energy_auroc,ddu_auroc,maha_auroc,knn_auroc
2
- cifar100,sam,0.01,wide_resnet,0,350,0.8089,0.05526173114776611,0.035408660769462585,14.249668373024855,14.844230815774615,0.13305363038793774,43.258732060483105,0.13508979916664893,-0.010085337557050865,0.6215544000529379,0.6547066889602109,0.9998000264167786,cifar10,0.8121596550000001,0.818653825,0.8190708849999999,0.7511828549999999,0.7861408599999999,0.7806971149999999
3
- cifar100,sam,0.01,wide_resnet,0,350,0.8089,0.05526173114776611,0.035408660769462585,14.249668373024855,14.844230815774615,0.13305363038793774,43.258732060483105,0.13508979916664893,-0.010085337557050865,0.6215544000529379,0.6547066889602109,0.9998000264167786,mnist,0.70932194,0.713183055,0.7150702750000001,0.74713919,0.719997495,0.740293275
4
- cifar100,sam,0.01,wide_resnet,0,350,0.8089,0.05526173114776611,0.035408660769462585,14.249668373024855,14.844230815774615,0.13305363038793774,43.258732060483105,0.13508979916664893,-0.010085337557050865,0.6215544000529379,0.6547066889602109,0.9998000264167786,svhn,0.8402866260755992,0.8600252688998156,0.8839685771358329,0.7951291084050399,0.8710761236170866,0.8421571623386602
5
- cifar100,sam,0.01,wide_resnet,0,350,0.8089,0.05526173114776611,0.035408660769462585,14.249668373024855,14.844230815774615,0.13305363038793774,43.258732060483105,0.13508979916664893,-0.010085337557050865,0.6215544000529379,0.6547066889602109,0.9998000264167786,tiny_imagenet,0.8204372449999999,0.828210385,0.8286863600000001,0.810097465,0.822688795,0.826772855
6
- cifar100,sam,0.01,wide_resnet,1,350,0.8113,0.057242896407842636,0.04242277890443802,17.34932942249239,14.626612574219383,0.2033491202267676,36.09277209167766,0.1770115048042307,-0.010080538210088728,0.6228187758158258,0.6590671921276433,0.9805999994277954,cifar10,0.813290235,0.81999905,0.820982595,0.7295128750000001,0.772531295,0.7548306550000001
7
- cifar100,sam,0.01,wide_resnet,1,350,0.8113,0.057242896407842636,0.04242277890443802,17.34932942249239,14.626612574219383,0.2033491202267676,36.09277209167766,0.1770115048042307,-0.010080538210088728,0.6228187758158258,0.6590671921276433,0.9805999994277954,mnist,0.6593132500000001,0.673031115,0.708262845,0.612674945,0.62445653,0.6529554599999999
8
- cifar100,sam,0.01,wide_resnet,1,350,0.8113,0.057242896407842636,0.04242277890443802,17.34932942249239,14.626612574219383,0.2033491202267676,36.09277209167766,0.1770115048042307,-0.010080538210088728,0.6228187758158258,0.6590671921276433,0.9805999994277954,svhn,0.8305382894130301,0.8434018438844499,0.856016729409957,0.8668964140288875,0.8874298536416718,0.8565955151352181
9
- cifar100,sam,0.01,wide_resnet,1,350,0.8113,0.057242896407842636,0.04242277890443802,17.34932942249239,14.626612574219383,0.2033491202267676,36.09277209167766,0.1770115048042307,-0.010080538210088728,0.6228187758158258,0.6590671921276433,0.9805999994277954,tiny_imagenet,0.817138935,0.82530496,0.8263499249999999,0.801529715,0.81641864,0.811197035
10
- cifar100,sam,0.01,wide_resnet,2,350,0.8088,0.05338168144226074,0.04041745513677597,17.301880432348906,14.354995484533529,0.2049743134754494,36.63960898330612,0.18198007858613374,-0.010071211953589267,0.6175399327855139,0.6558453449367423,0.9818444848060608,cifar10,0.81315945,0.8198370800000001,0.8217011350000001,0.717231285,0.7630228600000001,0.73901688
11
- cifar100,sam,0.01,wide_resnet,2,350,0.8088,0.05338168144226074,0.04041745513677597,17.301880432348906,14.354995484533529,0.2049743134754494,36.63960898330612,0.18198007858613374,-0.010071211953589267,0.6175399327855139,0.6558453449367423,0.9818444848060608,mnist,0.609221985,0.61548513,0.6334755599999999,0.63831172,0.661999945,0.6529487850000001
12
- cifar100,sam,0.01,wide_resnet,2,350,0.8088,0.05338168144226074,0.04041745513677597,17.301880432348906,14.354995484533529,0.2049743134754494,36.63960898330612,0.18198007858613374,-0.010071211953589267,0.6175399327855139,0.6558453449367423,0.9818444848060608,svhn,0.835164645436386,0.8463396896127842,0.8542398528733867,0.8794614724185618,0.9101434618930546,0.8744809042716656
13
- cifar100,sam,0.01,wide_resnet,2,350,0.8088,0.05338168144226074,0.04041745513677597,17.301880432348906,14.354995484533529,0.2049743134754494,36.63960898330612,0.18198007858613374,-0.010071211953589267,0.6175399327855139,0.6558453449367423,0.9818444848060608,tiny_imagenet,0.818499145,0.8260668650000002,0.82671072,0.7893621000000001,0.80609585,0.79733348
14
- cifar100,sam,0.02,wide_resnet,0,350,0.819,0.048585355281829834,0.03934811055660248,14.855507620546524,14.639653633276572,0.11958484742473868,44.56433084324158,0.1464717304491832,-0.010086635733989859,0.6310771960031529,0.6663330619699759,0.9997777938842773,cifar10,0.8183302849999999,0.8246792549999999,0.8248518650000001,0.76093683,0.788660205,0.78160312
15
- cifar100,sam,0.02,wide_resnet,0,350,0.819,0.048585355281829834,0.03934811055660248,14.855507620546524,14.639653633276572,0.11958484742473868,44.56433084324158,0.1464717304491832,-0.010086635733989859,0.6310771960031529,0.6663330619699759,0.9997777938842773,mnist,0.6301078,0.63320015,0.64236945,0.7163666949999999,0.698928825,0.711506175
16
- cifar100,sam,0.02,wide_resnet,0,350,0.819,0.048585355281829834,0.03934811055660248,14.855507620546524,14.639653633276572,0.11958484742473868,44.56433084324158,0.1464717304491832,-0.010086635733989859,0.6310771960031529,0.6663330619699759,0.9997777938842773,svhn,0.8148161992931775,0.8212890749846343,0.8220671980639214,0.8770280328057776,0.8971834972341732,0.8700898413491087
17
- cifar100,sam,0.02,wide_resnet,0,350,0.819,0.048585355281829834,0.03934811055660248,14.855507620546524,14.639653633276572,0.11958484742473868,44.56433084324158,0.1464717304491832,-0.010086635733989859,0.6310771960031529,0.6663330619699759,0.9997777938842773,tiny_imagenet,0.824100985,0.8320744350000001,0.832610005,0.8177907900000001,0.8264239699999999,0.82963509
18
- cifar100,sam,0.02,wide_resnet,1,350,0.815,0.05329722911119461,0.04216377064585686,18.14093600810433,14.357737513441391,0.18234680221743432,38.53316946062879,0.19603361577688314,-0.010071233651102074,0.6282959221022621,0.6682980774156879,0.981177806854248,cifar10,0.81537331,0.8216753900000001,0.821459135,0.734877815,0.774561355,0.7594494
19
- cifar100,sam,0.02,wide_resnet,1,350,0.815,0.05329722911119461,0.04216377064585686,18.14093600810433,14.357737513441391,0.18234680221743432,38.53316946062879,0.19603361577688314,-0.010071233651102074,0.6282959221022621,0.6682980774156879,0.981177806854248,mnist,0.6711872799999999,0.6862820199999999,0.722766345,0.5776296,0.591641025,0.614681685
20
- cifar100,sam,0.02,wide_resnet,1,350,0.815,0.05329722911119461,0.04216377064585686,18.14093600810433,14.357737513441391,0.18234680221743432,38.53316946062879,0.19603361577688314,-0.010071233651102074,0.6282959221022621,0.6682980774156879,0.981177806854248,svhn,0.8315412934081132,0.8471000921942224,0.8682943204517516,0.8432585298862938,0.8889380301167793,0.8524205401044866
21
- cifar100,sam,0.02,wide_resnet,1,350,0.815,0.05329722911119461,0.04216377064585686,18.14093600810433,14.357737513441391,0.18234680221743432,38.53316946062879,0.19603361577688314,-0.010071233651102074,0.6282959221022621,0.6682980774156879,0.981177806854248,tiny_imagenet,0.8207143349999999,0.828536165,0.8294978900000001,0.7982050549999999,0.812070555,0.811935845
22
- cifar100,sam,0.02,wide_resnet,2,350,0.8111,0.051964640617370605,0.03687730059027672,18.139528044297478,14.164114294703715,0.18190105262712486,38.85397931279913,0.20070670264285728,-0.010075711454419937,0.6244752857575779,0.6683327335944783,0.9818666577339172,cifar10,0.819852445,0.82727346,0.82989758,0.722283,0.763340895,0.7449104400000002
23
- cifar100,sam,0.02,wide_resnet,2,350,0.8111,0.051964640617370605,0.03687730059027672,18.139528044297478,14.164114294703715,0.18190105262712486,38.85397931279913,0.20070670264285728,-0.010075711454419937,0.6244752857575779,0.6683327335944783,0.9818666577339172,mnist,0.673626795,0.68776288,0.71551619,0.63899769,0.6930250950000001,0.666342455
24
- cifar100,sam,0.02,wide_resnet,2,350,0.8111,0.051964640617370605,0.03687730059027672,18.139528044297478,14.164114294703715,0.18190105262712486,38.85397931279913,0.20070670264285728,-0.010075711454419937,0.6244752857575779,0.6683327335944783,0.9818666577339172,svhn,0.8522272184234787,0.8749026198524893,0.9007488821450522,0.7781066936846958,0.8548343404271666,0.8087392478488014
25
- cifar100,sam,0.02,wide_resnet,2,350,0.8111,0.051964640617370605,0.03687730059027672,18.139528044297478,14.164114294703715,0.18190105262712486,38.85397931279913,0.20070670264285728,-0.010075711454419937,0.6244752857575779,0.6683327335944783,0.9818666577339172,tiny_imagenet,0.8177527349999999,0.826077335,0.8264981849999999,0.793875355,0.806661805,0.802876165
26
- cifar100,sam,0.05,wide_resnet,0,350,0.8173,0.048771705478429794,0.035904861986637115,17.5796082256305,14.29950272854327,0.11062318666193477,46.373276634869455,0.19499927005673373,-0.010079912006409947,0.6504285551023116,0.69703313674939,0.9997777938842773,cifar10,0.81684769,0.8228582700000001,0.82137333,0.760104525,0.7786032900000001,0.77688111
27
- cifar100,sam,0.05,wide_resnet,0,350,0.8173,0.048771705478429794,0.035904861986637115,17.5796082256305,14.29950272854327,0.11062318666193477,46.373276634869455,0.19499927005673373,-0.010079912006409947,0.6504285551023116,0.69703313674939,0.9997777938842773,mnist,0.68806274,0.697295755,0.72452775,0.70271801,0.7355637700000001,0.7295175899999999
28
- cifar100,sam,0.05,wide_resnet,0,350,0.8173,0.048771705478429794,0.035904861986637115,17.5796082256305,14.29950272854327,0.11062318666193477,46.373276634869455,0.19499927005673373,-0.010079912006409947,0.6504285551023116,0.69703313674939,0.9997777938842773,svhn,0.8447730754456054,0.8616057659803318,0.8766944721880762,0.874424441072526,0.9089547614474491,0.8803124596650276
29
- cifar100,sam,0.05,wide_resnet,0,350,0.8173,0.048771705478429794,0.035904861986637115,17.5796082256305,14.29950272854327,0.11062318666193477,46.373276634869455,0.19499927005673373,-0.010079912006409947,0.6504285551023116,0.69703313674939,0.9997777938842773,tiny_imagenet,0.82365317,0.83217503,0.8319555649999999,0.8212743499999999,0.823549685,0.828530675
30
- cifar100,sam,0.05,wide_resnet,1,350,0.8168,0.046600960195064545,0.030392702668905258,19.870733554199507,13.983076181946842,0.14347692266716364,41.88048437244484,0.23672060471597345,-0.010068977786946202,0.651188574760819,0.7017140587043139,0.9818000197410583,cifar10,0.819673025,0.82790375,0.830900655,0.74059373,0.7686044449999999,0.764288415
31
- cifar100,sam,0.05,wide_resnet,1,350,0.8168,0.046600960195064545,0.030392702668905258,19.870733554199507,13.983076181946842,0.14347692266716364,41.88048437244484,0.23672060471597345,-0.010068977786946202,0.651188574760819,0.7017140587043139,0.9818000197410583,mnist,0.642669975,0.652427435,0.680520495,0.6701758250000001,0.65715651,0.683654195
32
- cifar100,sam,0.05,wide_resnet,1,350,0.8168,0.046600960195064545,0.030392702668905258,19.870733554199507,13.983076181946842,0.14347692266716364,41.88048437244484,0.23672060471597345,-0.010068977786946202,0.651188574760819,0.7017140587043139,0.9818000197410583,svhn,0.8496138425783651,0.8693494141825445,0.8929698294406883,0.8159262081284573,0.871542954824831,0.8349108673939767
33
- cifar100,sam,0.05,wide_resnet,1,350,0.8168,0.046600960195064545,0.030392702668905258,19.870733554199507,13.983076181946842,0.14347692266716364,41.88048437244484,0.23672060471597345,-0.010068977786946202,0.651188574760819,0.7017140587043139,0.9818000197410583,tiny_imagenet,0.8230959149999999,0.832168205,0.833351825,0.81037246,0.81727079,0.820312835
34
- cifar100,sam,0.05,wide_resnet,2,350,0.8197,0.03851080685853958,0.028582293540239334,19.230691005423026,13.718536555527832,0.1449979697530104,41.84802803733692,0.23912058003997913,-0.010059901147605873,0.6455773357356173,0.7007305342891043,0.9816222190856934,cifar10,0.82320972,0.8299697699999999,0.830240275,0.738225605,0.7692531600000001,0.75722504
35
- cifar100,sam,0.05,wide_resnet,2,350,0.8197,0.03851080685853958,0.028582293540239334,19.230691005423026,13.718536555527832,0.1449979697530104,41.84802803733692,0.23912058003997913,-0.010059901147605873,0.6455773357356173,0.7007305342891043,0.9816222190856934,mnist,0.705951545,0.71949334,0.75303846,0.68136896,0.689545095,0.7208640700000001
36
- cifar100,sam,0.05,wide_resnet,2,350,0.8197,0.03851080685853958,0.028582293540239334,19.230691005423026,13.718536555527832,0.1449979697530104,41.84802803733692,0.23912058003997913,-0.010059901147605873,0.6455773357356173,0.7007305342891043,0.9816222190856934,svhn,0.8385363821450522,0.8533361266902274,0.8697966176244623,0.8234638656269208,0.87632928318992,0.8440066533497234
37
- cifar100,sam,0.05,wide_resnet,2,350,0.8197,0.03851080685853958,0.028582293540239334,19.230691005423026,13.718536555527832,0.1449979697530104,41.84802803733692,0.23912058003997913,-0.010059901147605873,0.6455773357356173,0.7007305342891043,0.9816222190856934,tiny_imagenet,0.823921785,0.83237473,0.8326578349999999,0.8033028799999999,0.81336948,0.812688555
38
- cifar100,sam,0.1,wide_resnet,0,350,0.8272,0.04120396822690964,0.030304398387670517,19.530467959086334,13.94926933211539,0.11421320425254483,45.94131548206166,0.24626408120531473,-0.010080109272155371,0.6801648982871381,0.7346441552334065,0.9996889233589172,cifar10,0.822828745,0.82941292,0.8277022300000001,0.7785260549999999,0.7876404300000001,0.7820249099999999
39
- cifar100,sam,0.1,wide_resnet,0,350,0.8272,0.04120396822690964,0.030304398387670517,19.530467959086334,13.94926933211539,0.11421320425254483,45.94131548206166,0.24626408120531473,-0.010080109272155371,0.6801648982871381,0.7346441552334065,0.9996889233589172,mnist,0.60501785,0.6168199000000001,0.662862975,0.6508293900000001,0.6282724900000001,0.668210645
40
- cifar100,sam,0.1,wide_resnet,0,350,0.8272,0.04120396822690964,0.030304398387670517,19.530467959086334,13.94926933211539,0.11421320425254483,45.94131548206166,0.24626408120531473,-0.010080109272155371,0.6801648982871381,0.7346441552334065,0.9996889233589172,svhn,0.8249987592194222,0.8440421039489858,0.8762108443454211,0.8173110095267364,0.848855577750461,0.8223013060848187
41
- cifar100,sam,0.1,wide_resnet,0,350,0.8272,0.04120396822690964,0.030304398387670517,19.530467959086334,13.94926933211539,0.11421320425254483,45.94131548206166,0.24626408120531473,-0.010080109272155371,0.6801648982871381,0.7346441552334065,0.9996889233589172,tiny_imagenet,0.8270168050000001,0.836473565,0.8379197599999999,0.82905495,0.825684895,0.8293895600000001
42
- cifar100,sam,0.1,wide_resnet,1,350,0.823,0.04185491055250168,0.04185491055250168,22.275510100395298,13.650704607797344,0.11992063792049007,44.07174254661711,0.2989927835244246,-0.010048649846891251,0.674683953218743,0.736210690802972,0.9815333485603333,cifar10,0.827337555,0.8340905249999999,0.8325752,0.747933765,0.758029725,0.7643390999999999
43
- cifar100,sam,0.1,wide_resnet,1,350,0.823,0.04185491055250168,0.04185491055250168,22.275510100395298,13.650704607797344,0.11992063792049007,44.07174254661711,0.2989927835244246,-0.010048649846891251,0.674683953218743,0.736210690802972,0.9815333485603333,mnist,0.6325733250000001,0.64266603,0.6760984449999999,0.680418665,0.692720215,0.68786918
44
- cifar100,sam,0.1,wide_resnet,1,350,0.823,0.04185491055250168,0.04185491055250168,22.275510100395298,13.650704607797344,0.11992063792049007,44.07174254661711,0.2989927835244246,-0.010048649846891251,0.674683953218743,0.736210690802972,0.9815333485603333,svhn,0.8491787895666871,0.8692800706822372,0.8985508335894283,0.8452048133066995,0.9024945778272895,0.8620741472034419
45
- cifar100,sam,0.1,wide_resnet,1,350,0.823,0.04185491055250168,0.04185491055250168,22.275510100395298,13.650704607797344,0.11992063792049007,44.07174254661711,0.2989927835244246,-0.010048649846891251,0.674683953218743,0.736210690802972,0.9815333485603333,tiny_imagenet,0.8258056300000001,0.835903955,0.83883727,0.812557165,0.810401175,0.8214863200000001
46
- cifar100,sam,0.1,wide_resnet,2,350,0.8252,0.033869419246912,0.02343185618519783,21.99251883753013,13.511945719860572,0.12287324907100412,44.10381050000401,0.299655660833934,-0.01005130687931234,0.673273068813928,0.7376582150771679,0.9826889038085938,cifar10,0.8214933600000001,0.82876577,0.82977157,0.744058285,0.7468399450000001,0.7607132950000001
47
- cifar100,sam,0.1,wide_resnet,2,350,0.8252,0.033869419246912,0.02343185618519783,21.99251883753013,13.511945719860572,0.12287324907100412,44.10381050000401,0.299655660833934,-0.01005130687931234,0.673273068813928,0.7376582150771679,0.9826889038085938,mnist,0.628422115,0.639892465,0.6727015000000001,0.65054676,0.69107998,0.6724351
48
- cifar100,sam,0.1,wide_resnet,2,350,0.8252,0.033869419246912,0.02343185618519783,21.99251883753013,13.511945719860572,0.12287324907100412,44.10381050000401,0.299655660833934,-0.01005130687931234,0.673273068813928,0.7376582150771679,0.9826889038085938,svhn,0.8272986209280886,0.8488951386754763,0.8807781057928703,0.8193596496619544,0.8876651006453595,0.8367239474492931
49
- cifar100,sam,0.1,wide_resnet,2,350,0.8252,0.033869419246912,0.02343185618519783,21.99251883753013,13.511945719860572,0.12287324907100412,44.10381050000401,0.299655660833934,-0.01005130687931234,0.673273068813928,0.7376582150771679,0.9826889038085938,tiny_imagenet,0.8264371500000001,0.83641911,0.8386775900000001,0.80284474,0.8065450599999999,0.81180125
50
- cifar100,sam,0.2,wide_resnet,0,350,0.8284,0.03484051302075386,0.02092445082962513,22.876921503760546,13.488936769305003,0.12492714009866143,45.17603215873133,0.33228723719331477,-0.01006987877438664,0.7081996861491093,0.7698760375760477,0.9988222122192383,cifar10,0.8239988500000001,0.83100671,0.82729801,0.7787463,0.77916931,0.7769759900000001
51
- cifar100,sam,0.2,wide_resnet,0,350,0.8284,0.03484051302075386,0.02092445082962513,22.876921503760546,13.488936769305003,0.12492714009866143,45.17603215873133,0.33228723719331477,-0.01006987877438664,0.7081996861491093,0.7698760375760477,0.9988222122192383,mnist,0.64471075,0.658139665,0.7098083500000001,0.637340175,0.64597294,0.6400991
52
- cifar100,sam,0.2,wide_resnet,0,350,0.8284,0.03484051302075386,0.02092445082962513,22.876921503760546,13.488936769305003,0.12492714009866143,45.17603215873133,0.33228723719331477,-0.01006987877438664,0.7081996861491093,0.7698760375760477,0.9988222122192383,svhn,0.8250354870928088,0.8428454728795329,0.8716135602335587,0.8426129648125384,0.890989219038107,0.866894666180086
53
- cifar100,sam,0.2,wide_resnet,0,350,0.8284,0.03484051302075386,0.02092445082962513,22.876921503760546,13.488936769305003,0.12492714009866143,45.17603215873133,0.33228723719331477,-0.01006987877438664,0.7081996861491093,0.7698760375760477,0.9988222122192383,tiny_imagenet,0.8284063500000001,0.839126585,0.841625545,0.8297399700000001,0.814980925,0.8288669799999999
54
- cifar100,sam,0.2,wide_resnet,1,350,0.8262,0.04057662934064865,0.04057662934064865,25.403506310933707,13.313729578720451,0.11729233789118075,44.53887085812881,0.38780714999634797,-0.010061973443520339,0.7096419853859318,0.7722697233639576,0.9818000197410583,cifar10,0.817868455,0.826885525,0.82401272,0.7626107799999999,0.76582455,0.77310133
55
- cifar100,sam,0.2,wide_resnet,1,350,0.8262,0.04057662934064865,0.04057662934064865,25.403506310933707,13.313729578720451,0.11729233789118075,44.53887085812881,0.38780714999634797,-0.010061973443520339,0.7096419853859318,0.7722697233639576,0.9818000197410583,mnist,0.65327406,0.6658510900000001,0.70494005,0.6496569099999999,0.6716678450000001,0.6623981800000001
56
- cifar100,sam,0.2,wide_resnet,1,350,0.8262,0.04057662934064865,0.04057662934064865,25.403506310933707,13.313729578720451,0.11729233789118075,44.53887085812881,0.38780714999634797,-0.010061973443520339,0.7096419853859318,0.7722697233639576,0.9818000197410583,svhn,0.8065651601874615,0.8287404732636755,0.869411579978488,0.8383429759526737,0.9251714966195453,0.8570163644744928
57
- cifar100,sam,0.2,wide_resnet,1,350,0.8262,0.04057662934064865,0.04057662934064865,25.403506310933707,13.313729578720451,0.11729233789118075,44.53887085812881,0.38780714999634797,-0.010061973443520339,0.7096419853859318,0.7722697233639576,0.9818000197410583,tiny_imagenet,0.8246178849999999,0.836631435,0.840157465,0.816575735,0.8106199900000001,0.82336515
58
- cifar100,sam,0.2,wide_resnet,2,350,0.8265,0.029643293470144272,0.029643293470144272,24.568553275850952,13.02007958409469,0.1212318145667999,44.93839962559371,0.3889054464509903,-0.010028736535827656,0.7046387396182993,0.7775268312354455,0.9819333553314209,cifar10,0.8255745699999999,0.83339735,0.831481535,0.742784035,0.7278038150000001,0.750851545
59
- cifar100,sam,0.2,wide_resnet,2,350,0.8265,0.029643293470144272,0.029643293470144272,24.568553275850952,13.02007958409469,0.1212318145667999,44.93839962559371,0.3889054464509903,-0.010028736535827656,0.7046387396182993,0.7775268312354455,0.9819333553314209,mnist,0.6698311349999999,0.68431085,0.720365595,0.66444157,0.72940342,0.70002299
60
- cifar100,sam,0.2,wide_resnet,2,350,0.8265,0.029643293470144272,0.029643293470144272,24.568553275850952,13.02007958409469,0.1212318145667999,44.93839962559371,0.3889054464509903,-0.010028736535827656,0.7046387396182993,0.7775268312354455,0.9819333553314209,svhn,0.8097875038414258,0.8320143054701905,0.870990621158574,0.7776184811001845,0.9155213352796558,0.8095417102028273
61
- cifar100,sam,0.2,wide_resnet,2,350,0.8265,0.029643293470144272,0.029643293470144272,24.568553275850952,13.02007958409469,0.1212318145667999,44.93839962559371,0.3889054464509903,-0.010028736535827656,0.7046387396182993,0.7775268312354455,0.9819333553314209,tiny_imagenet,0.8300074149999999,0.840729045,0.8423260700000001,0.8050019900000001,0.7914521,0.8114917700000001
62
- cifar100,sam,0.5,wide_resnet,0,350,0.8297,0.032879121601581573,0.016717037186026573,25.18284188821898,12.767760870154799,0.15745940914814455,40.64936382673447,0.4594984680001579,-0.010062035370913205,0.7600638185734624,0.8044767584176598,0.9787111282348633,cifar10,0.82313947,0.83302652,0.832257235,0.7771005550000001,0.7725822499999999,0.7639153249999999
63
- cifar100,sam,0.5,wide_resnet,0,350,0.8297,0.032879121601581573,0.016717037186026573,25.18284188821898,12.767760870154799,0.15745940914814455,40.64936382673447,0.4594984680001579,-0.010062035370913205,0.7600638185734624,0.8044767584176598,0.9787111282348633,mnist,0.6355037649999999,0.64563363,0.684782865,0.74606969,0.720931715,0.718060645
64
- cifar100,sam,0.5,wide_resnet,0,350,0.8297,0.032879121601581573,0.016717037186026573,25.18284188821898,12.767760870154799,0.15745940914814455,40.64936382673447,0.4594984680001579,-0.010062035370913205,0.7600638185734624,0.8044767584176598,0.9787111282348633,svhn,0.8465521339121082,0.8709447122771973,0.9060853641671789,0.8037808677781192,0.8793101855408728,0.8162343365857406
65
- cifar100,sam,0.5,wide_resnet,0,350,0.8297,0.032879121601581573,0.016717037186026573,25.18284188821898,12.767760870154799,0.15745940914814455,40.64936382673447,0.4594984680001579,-0.010062035370913205,0.7600638185734624,0.8044767584176598,0.9787111282348633,tiny_imagenet,0.82569104,0.83774676,0.83945419,0.8293528649999999,0.8174526000000001,0.8234058799999999
66
- cifar100,sam,0.5,wide_resnet,1,350,0.8315,0.030476532876491547,0.045780979096889496,25.979305991902283,12.431800125519198,0.1513082713885402,41.171981094289514,0.4938485825466049,-0.010040945364325572,0.7551624674135724,0.8058400377665336,0.9636889100074768,cifar10,0.81877187,0.8286188649999999,0.82891998,0.75746721,0.759184635,0.75987208
67
- cifar100,sam,0.5,wide_resnet,1,350,0.8315,0.030476532876491547,0.045780979096889496,25.979305991902283,12.431800125519198,0.1513082713885402,41.171981094289514,0.4938485825466049,-0.010040945364325572,0.7551624674135724,0.8058400377665336,0.9636889100074768,mnist,0.6499943549999999,0.666755505,0.73801546,0.6134982649999999,0.652192445,0.620481905
68
- cifar100,sam,0.5,wide_resnet,1,350,0.8315,0.030476532876491547,0.045780979096889496,25.979305991902283,12.431800125519198,0.1513082713885402,41.171981094289514,0.4938485825466049,-0.010040945364325572,0.7551624674135724,0.8058400377665336,0.9636889100074768,svhn,0.8164778522587585,0.8375238590964966,0.8825066379840197,0.7600679433005532,0.8530586374462201,0.7768856983712353
69
- cifar100,sam,0.5,wide_resnet,1,350,0.8315,0.030476532876491547,0.045780979096889496,25.979305991902283,12.431800125519198,0.1513082713885402,41.171981094289514,0.4938485825466049,-0.010040945364325572,0.7551624674135724,0.8058400377665336,0.9636889100074768,tiny_imagenet,0.823248725,0.836897445,0.8433348700000001,0.80866794,0.800156345,0.8093003049999999
70
- cifar100,sam,0.5,wide_resnet,2,350,0.8319,0.027519483119249344,0.06086181476712227,26.378685540863113,12.464261601684195,0.1556002542332209,40.56794012172258,0.5153379991960734,-0.010045566853213912,0.7579049154835268,0.8100462367019771,0.9643555879592896,cifar10,0.818184585,0.82820284,0.8295291349999999,0.761684545,0.749434485,0.759325915
71
- cifar100,sam,0.5,wide_resnet,2,350,0.8319,0.027519483119249344,0.06086181476712227,26.378685540863113,12.464261601684195,0.1556002542332209,40.56794012172258,0.5153379991960734,-0.010045566853213912,0.7579049154835268,0.8100462367019771,0.9643555879592896,mnist,0.5957372099999999,0.605480335,0.6444451800000001,0.69969272,0.7588851000000001,0.7035560300000001
72
- cifar100,sam,0.5,wide_resnet,2,350,0.8319,0.027519483119249344,0.06086181476712227,26.378685540863113,12.464261601684195,0.1556002542332209,40.56794012172258,0.5153379991960734,-0.010045566853213912,0.7579049154835268,0.8100462367019771,0.9643555879592896,svhn,0.8460592693607867,0.8670422326367548,0.8996401390596189,0.827806119391518,0.9141443454210203,0.8018993930547019
73
- cifar100,sam,0.5,wide_resnet,2,350,0.8319,0.027519483119249344,0.06086181476712227,26.378685540863113,12.464261601684195,0.1556002542332209,40.56794012172258,0.5153379991960734,-0.010045566853213912,0.7579049154835268,0.8100462367019771,0.9643555879592896,tiny_imagenet,0.8263478949999999,0.8390549049999999,0.8443663749999999,0.8111320699999998,0.80085669,0.80751649
74
- cifar100,sgd,0,wide_resnet,0,350,0.8104,0.05541503056883812,0.03407253324985504,13.937402391288378,15.059999688902897,0.14070348598536467,42.266483287110894,0.12633878490628855,-0.010089216592919736,0.6136347751582821,0.6416980075143807,0.9998222589492798,cifar10,0.8123433199999999,0.81884703,0.8208762049999999,0.748859905,0.7916172050000001,0.7804716399999999
75
- cifar100,sgd,0,wide_resnet,0,350,0.8104,0.05541503056883812,0.03407253324985504,13.937402391288378,15.059999688902897,0.14070348598536467,42.266483287110894,0.12633878490628855,-0.010089216592919736,0.6136347751582821,0.6416980075143807,0.9998222589492798,mnist,0.630960555,0.63485479,0.646612595,0.64506248,0.62805493,0.655561785
76
- cifar100,sgd,0,wide_resnet,0,350,0.8104,0.05541503056883812,0.03407253324985504,13.937402391288378,15.059999688902897,0.14070348598536467,42.266483287110894,0.12633878490628855,-0.010089216592919736,0.6136347751582821,0.6416980075143807,0.9998222589492798,svhn,0.8376397184234787,0.8510484768746158,0.8655667562999385,0.8199046730946528,0.8565290258143823,0.8299372253380456
77
- cifar100,sgd,0,wide_resnet,0,350,0.8104,0.05541503056883812,0.03407253324985504,13.937402391288378,15.059999688902897,0.14070348598536467,42.266483287110894,0.12633878490628855,-0.010089216592919736,0.6136347751582821,0.6416980075143807,0.9998222589492798,tiny_imagenet,0.8177105450000001,0.8250857149999998,0.82626844,0.806033785,0.82000491,0.8237123199999999
78
- cifar100,sgd,0,wide_resnet,1,350,0.8072,0.05888209491968155,0.04709801822900772,16.428867076384904,14.605585276568531,0.22518493096106382,34.098936664018204,0.16677873196709153,-0.010081912420696698,0.6133563671584834,0.6481831752193327,0.9808444380760193,cifar10,0.8121446350000001,0.8181096400000001,0.81849521,0.7349398600000001,0.77224084,0.7560479400000001
79
- cifar100,sgd,0,wide_resnet,1,350,0.8072,0.05888209491968155,0.04709801822900772,16.428867076384904,14.605585276568531,0.22518493096106382,34.098936664018204,0.16677873196709153,-0.010081912420696698,0.6133563671584834,0.6481831752193327,0.9808444380760193,mnist,0.7090772900000001,0.72263524,0.75017537,0.6377535049999999,0.64295824,0.67488593
80
- cifar100,sgd,0,wide_resnet,1,350,0.8072,0.05888209491968155,0.04709801822900772,16.428867076384904,14.605585276568531,0.22518493096106382,34.098936664018204,0.16677873196709153,-0.010081912420696698,0.6133563671584834,0.6481831752193327,0.9808444380760193,svhn,0.8560052262599875,0.8735769860172097,0.8924423325138291,0.8249605716041795,0.8905068281346035,0.8461075061462815
81
- cifar100,sgd,0,wide_resnet,1,350,0.8072,0.05888209491968155,0.04709801822900772,16.428867076384904,14.605585276568531,0.22518493096106382,34.098936664018204,0.16677873196709153,-0.010081912420696698,0.6133563671584834,0.6481831752193327,0.9808444380760193,tiny_imagenet,0.81718342,0.8244916699999999,0.82540034,0.791877835,0.813156955,0.80225957
82
- cifar100,sgd,0,wide_resnet,2,350,0.8121,0.053671471774578094,0.0441976822912693,16.141380854080666,14.50503563469266,0.22590125353413043,34.04861011129557,0.1661212404961326,-0.010076549150957506,0.6157269061184384,0.6491493277050377,0.9814888834953308,cifar10,0.81034702,0.81654043,0.81783301,0.73741055,0.772906055,0.7531362699999999
83
- cifar100,sgd,0,wide_resnet,2,350,0.8121,0.053671471774578094,0.0441976822912693,16.141380854080666,14.50503563469266,0.22590125353413043,34.04861011129557,0.1661212404961326,-0.010076549150957506,0.6157269061184384,0.6491493277050377,0.9814888834953308,mnist,0.636639985,0.64854378,0.6742302499999999,0.62989932,0.668914,0.6468805799999999
84
- cifar100,sgd,0,wide_resnet,2,350,0.8121,0.053671471774578094,0.0441976822912693,16.141380854080666,14.50503563469266,0.22590125353413043,34.04861011129557,0.1661212404961326,-0.010076549150957506,0.6157269061184384,0.6491493277050377,0.9814888834953308,svhn,0.8150484326982177,0.8282875192071296,0.8411440784419176,0.8444468846035649,0.8744106714812538,0.8397483539489858
85
- cifar100,sgd,0,wide_resnet,2,350,0.8121,0.053671471774578094,0.0441976822912693,16.141380854080666,14.50503563469266,0.22590125353413043,34.04861011129557,0.1661212404961326,-0.010076549150957506,0.6157269061184384,0.6491493277050377,0.9814888834953308,tiny_imagenet,0.817165745,0.824202345,0.824413925,0.801903935,0.8150951999999999,0.810096555
 
1
  train_data,optimizer,rho,backbone,seed,epoch,accuracy,ece,t_ece,Within-class Variance,Inter-class Distance,Anisotropy,Effective Rank,NC1 (Variability),NC2 (Mean Sim),NC2 (ETF Dist),NC3 (Alignment),NC4 (NCC Acc),ood_data,msp_auroc,entropy_auroc,energy_auroc,ddu_auroc,maha_auroc,knn_auroc
2
+ cifar100,sam,0.01,wide_resnet,0,350,0.8089,0.055261731,0.035408661,14.24966837,14.84423082,0.13305363,43.25873206,0.135089799,-0.010085338,0.6215544,0.654706689,0.999800026,cifar10,0.812159655,0.818653825,0.819070885,0.717408985,0.78614086,0.780697115
3
+ cifar100,sam,0.01,wide_resnet,0,350,0.8089,0.055261731,0.035408661,14.24966837,14.84423082,0.13305363,43.25873206,0.135089799,-0.010085338,0.6215544,0.654706689,0.999800026,mnist,0.70932194,0.713183055,0.715070275,0.78338355,0.719997495,0.740293275
4
+ cifar100,sam,0.01,wide_resnet,0,350,0.8089,0.055261731,0.035408661,14.24966837,14.84423082,0.13305363,43.25873206,0.135089799,-0.010085338,0.6215544,0.654706689,0.999800026,svhn,0.840286626,0.860025269,0.883968577,0.929340327,0.871076124,0.842157162
5
+ cifar100,sam,0.01,wide_resnet,0,350,0.8089,0.055261731,0.035408661,14.24966837,14.84423082,0.13305363,43.25873206,0.135089799,-0.010085338,0.6215544,0.654706689,0.999800026,tiny_imagenet,0.820437245,0.828210385,0.82868636,0.79690146,0.822688795,0.826772855
6
+ cifar100,sam,0.01,wide_resnet,1,350,0.8113,0.057242896,0.042422779,17.34932942,14.62661257,0.20334912,36.09277209,0.177011505,-0.010080538,0.622818776,0.659067192,0.980599999,cifar10,0.813290235,0.81999905,0.820982595,0.709920615,0.772531295,0.754830655
7
+ cifar100,sam,0.01,wide_resnet,1,350,0.8113,0.057242896,0.042422779,17.34932942,14.62661257,0.20334912,36.09277209,0.177011505,-0.010080538,0.622818776,0.659067192,0.980599999,mnist,0.65931325,0.673031115,0.708262845,0.63970296,0.62445653,0.65295546
8
+ cifar100,sam,0.01,wide_resnet,1,350,0.8113,0.057242896,0.042422779,17.34932942,14.62661257,0.20334912,36.09277209,0.177011505,-0.010080538,0.622818776,0.659067192,0.980599999,svhn,0.830538289,0.843401844,0.856016729,0.949107721,0.887429854,0.856595515
9
+ cifar100,sam,0.01,wide_resnet,1,350,0.8113,0.057242896,0.042422779,17.34932942,14.62661257,0.20334912,36.09277209,0.177011505,-0.010080538,0.622818776,0.659067192,0.980599999,tiny_imagenet,0.817138935,0.82530496,0.826349925,0.79493293,0.81641864,0.811197035
10
+ cifar100,sam,0.01,wide_resnet,2,350,0.8088,0.053381681,0.040417455,17.30188043,14.35499548,0.204974313,36.63960898,0.181980079,-0.010071212,0.617539933,0.655845345,0.981844485,cifar10,0.81315945,0.81983708,0.821701135,0.695651405,0.76302286,0.73901688
11
+ cifar100,sam,0.01,wide_resnet,2,350,0.8088,0.053381681,0.040417455,17.30188043,14.35499548,0.204974313,36.63960898,0.181980079,-0.010071212,0.617539933,0.655845345,0.981844485,mnist,0.609221985,0.61548513,0.63347556,0.69107415,0.661999945,0.652948785
12
+ cifar100,sam,0.01,wide_resnet,2,350,0.8088,0.053381681,0.040417455,17.30188043,14.35499548,0.204974313,36.63960898,0.181980079,-0.010071212,0.617539933,0.655845345,0.981844485,svhn,0.835164645,0.84633969,0.854239853,0.952851613,0.910143462,0.874480904
13
+ cifar100,sam,0.01,wide_resnet,2,350,0.8088,0.053381681,0.040417455,17.30188043,14.35499548,0.204974313,36.63960898,0.181980079,-0.010071212,0.617539933,0.655845345,0.981844485,tiny_imagenet,0.818499145,0.826066865,0.82671072,0.78486371,0.80609585,0.79733348
14
+ cifar100,sam,0.02,wide_resnet,0,350,0.819,0.048585355,0.039348111,14.85550762,14.63965363,0.119584847,44.56433084,0.14647173,-0.010086636,0.631077196,0.666333062,0.999777794,cifar10,0.818330285,0.824679255,0.824851865,0.722910905,0.788660205,0.78160312
15
+ cifar100,sam,0.02,wide_resnet,0,350,0.819,0.048585355,0.039348111,14.85550762,14.63965363,0.119584847,44.56433084,0.14647173,-0.010086636,0.631077196,0.666333062,0.999777794,mnist,0.6301078,0.63320015,0.64236945,0.74225806,0.698928825,0.711506175
16
+ cifar100,sam,0.02,wide_resnet,0,350,0.819,0.048585355,0.039348111,14.85550762,14.63965363,0.119584847,44.56433084,0.14647173,-0.010086636,0.631077196,0.666333062,0.999777794,svhn,0.814816199,0.821289075,0.822067198,0.945783543,0.897183497,0.870089841
17
+ cifar100,sam,0.02,wide_resnet,0,350,0.819,0.048585355,0.039348111,14.85550762,14.63965363,0.119584847,44.56433084,0.14647173,-0.010086636,0.631077196,0.666333062,0.999777794,tiny_imagenet,0.824100985,0.832074435,0.832610005,0.79876657,0.82642397,0.82963509
18
+ cifar100,sam,0.02,wide_resnet,1,350,0.815,0.053297229,0.042163771,18.14093601,14.35773751,0.182346802,38.53316946,0.196033616,-0.010071234,0.628295922,0.668298077,0.981177807,cifar10,0.81537331,0.82167539,0.821459135,0.710988385,0.774561355,0.7594494
19
+ cifar100,sam,0.02,wide_resnet,1,350,0.815,0.053297229,0.042163771,18.14093601,14.35773751,0.182346802,38.53316946,0.196033616,-0.010071234,0.628295922,0.668298077,0.981177807,mnist,0.67118728,0.68628202,0.722766345,0.6176398,0.591641025,0.614681685
20
+ cifar100,sam,0.02,wide_resnet,1,350,0.815,0.053297229,0.042163771,18.14093601,14.35773751,0.182346802,38.53316946,0.196033616,-0.010071234,0.628295922,0.668298077,0.981177807,svhn,0.831541293,0.847100092,0.86829432,0.944619176,0.88893803,0.85242054
21
+ cifar100,sam,0.02,wide_resnet,1,350,0.815,0.053297229,0.042163771,18.14093601,14.35773751,0.182346802,38.53316946,0.196033616,-0.010071234,0.628295922,0.668298077,0.981177807,tiny_imagenet,0.820714335,0.828536165,0.82949789,0.79155758,0.812070555,0.811935845
22
+ cifar100,sam,0.02,wide_resnet,2,350,0.8111,0.051964641,0.036877301,18.13952804,14.16411429,0.181901053,38.85397931,0.200706703,-0.010075711,0.624475286,0.668332734,0.981866658,cifar10,0.819852445,0.82727346,0.82989758,0.698207705,0.763340895,0.74491044
23
+ cifar100,sam,0.02,wide_resnet,2,350,0.8111,0.051964641,0.036877301,18.13952804,14.16411429,0.181901053,38.85397931,0.200706703,-0.010075711,0.624475286,0.668332734,0.981866658,mnist,0.673626795,0.68776288,0.71551619,0.68645719,0.693025095,0.666342455
24
+ cifar100,sam,0.02,wide_resnet,2,350,0.8111,0.051964641,0.036877301,18.13952804,14.16411429,0.181901053,38.85397931,0.200706703,-0.010075711,0.624475286,0.668332734,0.981866658,svhn,0.852227218,0.87490262,0.900748882,0.916837396,0.85483434,0.808739248
25
+ cifar100,sam,0.02,wide_resnet,2,350,0.8111,0.051964641,0.036877301,18.13952804,14.16411429,0.181901053,38.85397931,0.200706703,-0.010075711,0.624475286,0.668332734,0.981866658,tiny_imagenet,0.817752735,0.826077335,0.826498185,0.78937697,0.806661805,0.802876165
26
+ cifar100,sam,0.05,wide_resnet,0,350,0.8173,0.048771705,0.035904862,17.57960823,14.29950273,0.110623187,46.37327663,0.19499927,-0.010079912,0.650428555,0.697033137,0.999777794,cifar10,0.81684769,0.82285827,0.82137333,0.718962395,0.77860329,0.77688111
27
+ cifar100,sam,0.05,wide_resnet,0,350,0.8173,0.048771705,0.035904862,17.57960823,14.29950273,0.110623187,46.37327663,0.19499927,-0.010079912,0.650428555,0.697033137,0.999777794,mnist,0.68806274,0.697295755,0.72452775,0.69896576,0.73556377,0.72951759
28
+ cifar100,sam,0.05,wide_resnet,0,350,0.8173,0.048771705,0.035904862,17.57960823,14.29950273,0.110623187,46.37327663,0.19499927,-0.010079912,0.650428555,0.697033137,0.999777794,svhn,0.844773075,0.861605766,0.876694472,0.943466783,0.908954761,0.88031246
29
+ cifar100,sam,0.05,wide_resnet,0,350,0.8173,0.048771705,0.035904862,17.57960823,14.29950273,0.110623187,46.37327663,0.19499927,-0.010079912,0.650428555,0.697033137,0.999777794,tiny_imagenet,0.82365317,0.83217503,0.831955565,0.80018441,0.823549685,0.828530675
30
+ cifar100,sam,0.05,wide_resnet,1,350,0.8168,0.04660096,0.030392703,19.87073355,13.98307618,0.143476923,41.88048437,0.236720605,-0.010068978,0.651188575,0.701714059,0.98180002,cifar10,0.819673025,0.82790375,0.830900655,0.710521335,0.768604445,0.764288415
31
+ cifar100,sam,0.05,wide_resnet,1,350,0.8168,0.04660096,0.030392703,19.87073355,13.98307618,0.143476923,41.88048437,0.236720605,-0.010068978,0.651188575,0.701714059,0.98180002,mnist,0.642669975,0.652427435,0.680520495,0.68294776,0.65715651,0.683654195
32
+ cifar100,sam,0.05,wide_resnet,1,350,0.8168,0.04660096,0.030392703,19.87073355,13.98307618,0.143476923,41.88048437,0.236720605,-0.010068978,0.651188575,0.701714059,0.98180002,svhn,0.849613843,0.869349414,0.892969829,0.936669203,0.871542955,0.834910867
33
+ cifar100,sam,0.05,wide_resnet,1,350,0.8168,0.04660096,0.030392703,19.87073355,13.98307618,0.143476923,41.88048437,0.236720605,-0.010068978,0.651188575,0.701714059,0.98180002,tiny_imagenet,0.823095915,0.832168205,0.833351825,0.79838891,0.81727079,0.820312835
34
+ cifar100,sam,0.05,wide_resnet,2,350,0.8197,0.038510807,0.028582294,19.23069101,13.71853656,0.14499797,41.84802804,0.23912058,-0.010059901,0.645577336,0.700730534,0.981622219,cifar10,0.82320972,0.82996977,0.830240275,0.711348315,0.76925316,0.75722504
35
+ cifar100,sam,0.05,wide_resnet,2,350,0.8197,0.038510807,0.028582294,19.23069101,13.71853656,0.14499797,41.84802804,0.23912058,-0.010059901,0.645577336,0.700730534,0.981622219,mnist,0.705951545,0.71949334,0.75303846,0.70890586,0.689545095,0.72086407
36
+ cifar100,sam,0.05,wide_resnet,2,350,0.8197,0.038510807,0.028582294,19.23069101,13.71853656,0.14499797,41.84802804,0.23912058,-0.010059901,0.645577336,0.700730534,0.981622219,svhn,0.838536382,0.853336127,0.869796618,0.928821865,0.876329283,0.844006653
37
+ cifar100,sam,0.05,wide_resnet,2,350,0.8197,0.038510807,0.028582294,19.23069101,13.71853656,0.14499797,41.84802804,0.23912058,-0.010059901,0.645577336,0.700730534,0.981622219,tiny_imagenet,0.823921785,0.83237473,0.832657835,0.7928383,0.81336948,0.812688555
38
+ cifar100,sam,0.1,wide_resnet,0,350,0.8272,0.041203968,0.030304398,19.53046796,13.94926933,0.114213204,45.94131548,0.246264081,-0.010080109,0.680164898,0.734644155,0.999688923,cifar10,0.822828745,0.82941292,0.82770223,0.736122775,0.78764043,0.78202491
39
+ cifar100,sam,0.1,wide_resnet,0,350,0.8272,0.041203968,0.030304398,19.53046796,13.94926933,0.114213204,45.94131548,0.246264081,-0.010080109,0.680164898,0.734644155,0.999688923,mnist,0.60501785,0.6168199,0.662862975,0.68564664,0.62827249,0.668210645
40
+ cifar100,sam,0.1,wide_resnet,0,350,0.8272,0.041203968,0.030304398,19.53046796,13.94926933,0.114213204,45.94131548,0.246264081,-0.010080109,0.680164898,0.734644155,0.999688923,svhn,0.824998759,0.844042104,0.876210844,0.916552324,0.848855578,0.822301306
41
+ cifar100,sam,0.1,wide_resnet,0,350,0.8272,0.041203968,0.030304398,19.53046796,13.94926933,0.114213204,45.94131548,0.246264081,-0.010080109,0.680164898,0.734644155,0.999688923,tiny_imagenet,0.827016805,0.836473565,0.83791976,0.80718198,0.825684895,0.82938956
42
+ cifar100,sam,0.1,wide_resnet,1,350,0.823,0.041854911,0.041854911,22.2755101,13.65070461,0.119920638,44.07174255,0.298992784,-0.01004865,0.674683953,0.736210691,0.981533349,cifar10,0.827337555,0.834090525,0.8325752,0.717351175,0.758029725,0.7643391
43
+ cifar100,sam,0.1,wide_resnet,1,350,0.823,0.041854911,0.041854911,22.2755101,13.65070461,0.119920638,44.07174255,0.298992784,-0.01004865,0.674683953,0.736210691,0.981533349,mnist,0.632573325,0.64266603,0.676098445,0.73328753,0.692720215,0.68786918
44
+ cifar100,sam,0.1,wide_resnet,1,350,0.823,0.041854911,0.041854911,22.2755101,13.65070461,0.119920638,44.07174255,0.298992784,-0.01004865,0.674683953,0.736210691,0.981533349,svhn,0.84917879,0.869280071,0.898550834,0.949111332,0.902494578,0.862074147
45
+ cifar100,sam,0.1,wide_resnet,1,350,0.823,0.041854911,0.041854911,22.2755101,13.65070461,0.119920638,44.07174255,0.298992784,-0.01004865,0.674683953,0.736210691,0.981533349,tiny_imagenet,0.82580563,0.835903955,0.83883727,0.79859408,0.810401175,0.82148632
46
+ cifar100,sam,0.1,wide_resnet,2,350,0.8252,0.033869419,0.023431856,21.99251884,13.51194572,0.122873249,44.1038105,0.299655661,-0.010051307,0.673273069,0.737658215,0.982688904,cifar10,0.82149336,0.82876577,0.82977157,0.714853055,0.746839945,0.760713295
47
+ cifar100,sam,0.1,wide_resnet,2,350,0.8252,0.033869419,0.023431856,21.99251884,13.51194572,0.122873249,44.1038105,0.299655661,-0.010051307,0.673273069,0.737658215,0.982688904,mnist,0.628422115,0.639892465,0.6727015,0.70133733,0.69107998,0.6724351
48
+ cifar100,sam,0.1,wide_resnet,2,350,0.8252,0.033869419,0.023431856,21.99251884,13.51194572,0.122873249,44.1038105,0.299655661,-0.010051307,0.673273069,0.737658215,0.982688904,svhn,0.827298621,0.848895139,0.880778106,0.926792229,0.887665101,0.836723947
49
+ cifar100,sam,0.1,wide_resnet,2,350,0.8252,0.033869419,0.023431856,21.99251884,13.51194572,0.122873249,44.1038105,0.299655661,-0.010051307,0.673273069,0.737658215,0.982688904,tiny_imagenet,0.82643715,0.83641911,0.83867759,0.79247074,0.80654506,0.81180125
50
+ cifar100,sam,0.2,wide_resnet,0,350,0.8284,0.034840513,0.020924451,22.8769215,13.48893677,0.12492714,45.17603216,0.332287237,-0.010069879,0.708199686,0.769876038,0.998822212,cifar10,0.82399885,0.83100671,0.82729801,0.732686225,0.77916931,0.77697599
51
+ cifar100,sam,0.2,wide_resnet,0,350,0.8284,0.034840513,0.020924451,22.8769215,13.48893677,0.12492714,45.17603216,0.332287237,-0.010069879,0.708199686,0.769876038,0.998822212,mnist,0.64471075,0.658139665,0.70980835,0.69806023,0.64597294,0.6400991
52
+ cifar100,sam,0.2,wide_resnet,0,350,0.8284,0.034840513,0.020924451,22.8769215,13.48893677,0.12492714,45.17603216,0.332287237,-0.010069879,0.708199686,0.769876038,0.998822212,svhn,0.825035487,0.842845473,0.87161356,0.940397599,0.890989219,0.866894666
53
+ cifar100,sam,0.2,wide_resnet,0,350,0.8284,0.034840513,0.020924451,22.8769215,13.48893677,0.12492714,45.17603216,0.332287237,-0.010069879,0.708199686,0.769876038,0.998822212,tiny_imagenet,0.82840635,0.839126585,0.841625545,0.80040705,0.814980925,0.82886698
54
+ cifar100,sam,0.2,wide_resnet,1,350,0.8262,0.040576629,0.040576629,25.40350631,13.31372958,0.117292338,44.53887086,0.38780715,-0.010061973,0.709641985,0.772269723,0.98180002,cifar10,0.817868455,0.826885525,0.82401272,0.732705545,0.76582455,0.77310133
55
+ cifar100,sam,0.2,wide_resnet,1,350,0.8262,0.040576629,0.040576629,25.40350631,13.31372958,0.117292338,44.53887086,0.38780715,-0.010061973,0.709641985,0.772269723,0.98180002,mnist,0.65327406,0.66585109,0.70494005,0.69892429,0.671667845,0.66239818
56
+ cifar100,sam,0.2,wide_resnet,1,350,0.8262,0.040576629,0.040576629,25.40350631,13.31372958,0.117292338,44.53887086,0.38780715,-0.010061973,0.709641985,0.772269723,0.98180002,svhn,0.80656516,0.828740473,0.86941158,0.950712469,0.925171497,0.857016364
57
+ cifar100,sam,0.2,wide_resnet,1,350,0.8262,0.040576629,0.040576629,25.40350631,13.31372958,0.117292338,44.53887086,0.38780715,-0.010061973,0.709641985,0.772269723,0.98180002,tiny_imagenet,0.824617885,0.836631435,0.840157465,0.79860114,0.81061999,0.82336515
58
+ cifar100,sam,0.2,wide_resnet,2,350,0.8265,0.029643293,0.029643293,24.56855328,13.02007958,0.121231815,44.93839963,0.388905446,-0.010028737,0.70463874,0.777526831,0.981933355,cifar10,0.82557457,0.83339735,0.831481535,0.714924625,0.727803815,0.750851545
59
+ cifar100,sam,0.2,wide_resnet,2,350,0.8265,0.029643293,0.029643293,24.56855328,13.02007958,0.121231815,44.93839963,0.388905446,-0.010028737,0.70463874,0.777526831,0.981933355,mnist,0.669831135,0.68431085,0.720365595,0.71532153,0.72940342,0.70002299
60
+ cifar100,sam,0.2,wide_resnet,2,350,0.8265,0.029643293,0.029643293,24.56855328,13.02007958,0.121231815,44.93839963,0.388905446,-0.010028737,0.70463874,0.777526831,0.981933355,svhn,0.809787504,0.832014305,0.870990621,0.925407145,0.915521335,0.80954171
61
+ cifar100,sam,0.2,wide_resnet,2,350,0.8265,0.029643293,0.029643293,24.56855328,13.02007958,0.121231815,44.93839963,0.388905446,-0.010028737,0.70463874,0.777526831,0.981933355,tiny_imagenet,0.830007415,0.840729045,0.84232607,0.78913209,0.7914521,0.81149177
62
+ cifar100,sam,0.5,wide_resnet,0,350,0.8297,0.032879122,0.016717037,25.18284189,12.76776087,0.157459409,40.64936383,0.459498468,-0.010062035,0.760063819,0.804476758,0.978711128,cifar10,0.82313947,0.83302652,0.832257235,0.738893215,0.77258225,0.763915325
63
+ cifar100,sam,0.5,wide_resnet,0,350,0.8297,0.032879122,0.016717037,25.18284189,12.76776087,0.157459409,40.64936383,0.459498468,-0.010062035,0.760063819,0.804476758,0.978711128,mnist,0.635503765,0.64563363,0.684782865,0.78899386,0.720931715,0.718060645
64
+ cifar100,sam,0.5,wide_resnet,0,350,0.8297,0.032879122,0.016717037,25.18284189,12.76776087,0.157459409,40.64936383,0.459498468,-0.010062035,0.760063819,0.804476758,0.978711128,svhn,0.846552134,0.870944712,0.906085364,0.904460345,0.879310186,0.816234337
65
+ cifar100,sam,0.5,wide_resnet,0,350,0.8297,0.032879122,0.016717037,25.18284189,12.76776087,0.157459409,40.64936383,0.459498468,-0.010062035,0.760063819,0.804476758,0.978711128,tiny_imagenet,0.82569104,0.83774676,0.83945419,0.80793187,0.8174526,0.82340588
66
+ cifar100,sam,0.5,wide_resnet,1,350,0.8315,0.030476533,0.045780979,25.97930599,12.43180013,0.151308271,41.17198109,0.493848583,-0.010040945,0.755162467,0.805840038,0.96368891,cifar10,0.81877187,0.828618865,0.82891998,0.730117995,0.759184635,0.75987208
67
+ cifar100,sam,0.5,wide_resnet,1,350,0.8315,0.030476533,0.045780979,25.97930599,12.43180013,0.151308271,41.17198109,0.493848583,-0.010040945,0.755162467,0.805840038,0.96368891,mnist,0.649994355,0.666755505,0.73801546,0.68108734,0.652192445,0.620481905
68
+ cifar100,sam,0.5,wide_resnet,1,350,0.8315,0.030476533,0.045780979,25.97930599,12.43180013,0.151308271,41.17198109,0.493848583,-0.010040945,0.755162467,0.805840038,0.96368891,svhn,0.816477852,0.837523859,0.882506638,0.897239959,0.853058637,0.776885698
69
+ cifar100,sam,0.5,wide_resnet,1,350,0.8315,0.030476533,0.045780979,25.97930599,12.43180013,0.151308271,41.17198109,0.493848583,-0.010040945,0.755162467,0.805840038,0.96368891,tiny_imagenet,0.823248725,0.836897445,0.84333487,0.79377871,0.800156345,0.809300305
70
+ cifar100,sam,0.5,wide_resnet,2,350,0.8319,0.027519483,0.060861815,26.37868554,12.4642616,0.155600254,40.56794012,0.515337999,-0.010045567,0.757904915,0.810046237,0.964355588,cifar10,0.818184585,0.82820284,0.829529135,0.735162985,0.749434485,0.759325915
71
+ cifar100,sam,0.5,wide_resnet,2,350,0.8319,0.027519483,0.060861815,26.37868554,12.4642616,0.155600254,40.56794012,0.515337999,-0.010045567,0.757904915,0.810046237,0.964355588,mnist,0.59573721,0.605480335,0.64444518,0.75220642,0.7588851,0.70355603
72
+ cifar100,sam,0.5,wide_resnet,2,350,0.8319,0.027519483,0.060861815,26.37868554,12.4642616,0.155600254,40.56794012,0.515337999,-0.010045567,0.757904915,0.810046237,0.964355588,svhn,0.846059269,0.867042233,0.899640139,0.945504567,0.914144345,0.801899393
73
+ cifar100,sam,0.5,wide_resnet,2,350,0.8319,0.027519483,0.060861815,26.37868554,12.4642616,0.155600254,40.56794012,0.515337999,-0.010045567,0.757904915,0.810046237,0.964355588,tiny_imagenet,0.826347895,0.839054905,0.844366375,0.79934559,0.80085669,0.80751649
74
+ cifar100,sgd,0,wide_resnet,0,350,0.8104,0.055415031,0.034072533,13.93740239,15.05999969,0.140703486,42.26648329,0.126338785,-0.010089217,0.613634775,0.641698008,0.999822259,cifar10,0.81234332,0.81884703,0.820876205,0.719031835,0.791617205,0.78047164
75
+ cifar100,sgd,0,wide_resnet,0,350,0.8104,0.055415031,0.034072533,13.93740239,15.05999969,0.140703486,42.26648329,0.126338785,-0.010089217,0.613634775,0.641698008,0.999822259,mnist,0.630960555,0.63485479,0.646612595,0.68524073,0.62805493,0.655561785
76
+ cifar100,sgd,0,wide_resnet,0,350,0.8104,0.055415031,0.034072533,13.93740239,15.05999969,0.140703486,42.26648329,0.126338785,-0.010089217,0.613634775,0.641698008,0.999822259,svhn,0.837639718,0.851048477,0.865566756,0.935079033,0.856529026,0.829937225
77
+ cifar100,sgd,0,wide_resnet,0,350,0.8104,0.055415031,0.034072533,13.93740239,15.05999969,0.140703486,42.26648329,0.126338785,-0.010089217,0.613634775,0.641698008,0.999822259,tiny_imagenet,0.817710545,0.825085715,0.82626844,0.79458083,0.82000491,0.82371232
78
+ cifar100,sgd,0,wide_resnet,1,350,0.8072,0.058882095,0.047098018,16.42886708,14.60558528,0.225184931,34.09893666,0.166778732,-0.010081912,0.613356367,0.648183175,0.980844438,cifar10,0.812144635,0.81810964,0.81849521,0.707894515,0.77224084,0.75604794
79
+ cifar100,sgd,0,wide_resnet,1,350,0.8072,0.058882095,0.047098018,16.42886708,14.60558528,0.225184931,34.09893666,0.166778732,-0.010081912,0.613356367,0.648183175,0.980844438,mnist,0.70907729,0.72263524,0.75017537,0.63914891,0.64295824,0.67488593
80
+ cifar100,sgd,0,wide_resnet,1,350,0.8072,0.058882095,0.047098018,16.42886708,14.60558528,0.225184931,34.09893666,0.166778732,-0.010081912,0.613356367,0.648183175,0.980844438,svhn,0.856005226,0.873576986,0.892442333,0.927908482,0.890506828,0.846107506
81
+ cifar100,sgd,0,wide_resnet,1,350,0.8072,0.058882095,0.047098018,16.42886708,14.60558528,0.225184931,34.09893666,0.166778732,-0.010081912,0.613356367,0.648183175,0.980844438,tiny_imagenet,0.81718342,0.82449167,0.82540034,0.78697217,0.813156955,0.80225957
82
+ cifar100,sgd,0,wide_resnet,2,350,0.8121,0.053671472,0.044197682,16.14138085,14.50503563,0.225901254,34.04861011,0.16612124,-0.010076549,0.615726906,0.649149328,0.981488883,cifar10,0.81034702,0.81654043,0.81783301,0.712113585,0.772906055,0.75313627
83
+ cifar100,sgd,0,wide_resnet,2,350,0.8121,0.053671472,0.044197682,16.14138085,14.50503563,0.225901254,34.04861011,0.16612124,-0.010076549,0.615726906,0.649149328,0.981488883,mnist,0.636639985,0.64854378,0.67423025,0.67038366,0.668914,0.64688058
84
+ cifar100,sgd,0,wide_resnet,2,350,0.8121,0.053671472,0.044197682,16.14138085,14.50503563,0.225901254,34.04861011,0.16612124,-0.010076549,0.615726906,0.649149328,0.981488883,svhn,0.815048433,0.828287519,0.841144078,0.940250753,0.874410671,0.839748354
85
+ cifar100,sgd,0,wide_resnet,2,350,0.8121,0.053671472,0.044197682,16.14138085,14.50503563,0.225901254,34.04861011,0.16612124,-0.010076549,0.615726906,0.649149328,0.981488883,tiny_imagenet,0.817165745,0.824202345,0.824413925,0.79367042,0.8150952,0.810096555
data_analysis/cifar10_result_summary.csv CHANGED
@@ -1,85 +1,85 @@
1
  train_data,optimizer,rho,backbone,seed,epoch,accuracy,ece,t_ece,Within-class Variance,Inter-class Distance,Anisotropy,Effective Rank,NC1 (Variability),NC2 (Mean Sim),NC2 (ETF Dist),NC3 (Alignment),NC4 (NCC Acc),ood_data,msp_auroc,entropy_auroc,energy_auroc,ddu_auroc,maha_auroc,knn_auroc
2
- cifar10,sam,0.01,wide_resnet,0,350,0.9613,0.020014025270938873,0.00554258655756712,0.869885075491182,7.446742573129382,0.27697443387231263,11.78019420915086,0.022435392737012845,-0.11101135585091775,0.0946273779057184,0.16163701836920866,1.0,cifar100,0.899148395,0.9016500949999999,0.90116614,0.9106382949999999,0.91120041,0.9148904649999999
3
- cifar10,sam,0.01,wide_resnet,0,350,0.9613,0.020014025270938873,0.00554258655756712,0.869885075491182,7.446742573129382,0.27697443387231263,11.78019420915086,0.022435392737012845,-0.11101135585091775,0.0946273779057184,0.16163701836920866,1.0,mnist,0.86559858,0.866411595,0.863921535,0.904251495,0.9331760500000001,0.906817045
4
- cifar10,sam,0.01,wide_resnet,0,350,0.9613,0.020014025270938873,0.00554258655756712,0.869885075491182,7.446742573129382,0.27697443387231263,11.78019420915086,0.022435392737012845,-0.11101135585091775,0.0946273779057184,0.16163701836920866,1.0,svhn,0.9373205862015981,0.941001770897357,0.949779721112477,0.9364086566533497,0.9694390865089121,0.945522430086048
5
- cifar10,sam,0.01,wide_resnet,0,350,0.9613,0.020014025270938873,0.00554258655756712,0.869885075491182,7.446742573129382,0.27697443387231263,11.78019420915086,0.022435392737012845,-0.11101135585091775,0.0946273779057184,0.16163701836920866,1.0,tiny_imagenet,0.8891847050000001,0.8922204399999999,0.8936928300000001,0.905933425,0.9068189899999999,0.9108400649999999
6
- cifar10,sam,0.01,wide_resnet,1,350,0.963,0.018825389444828033,0.013009777292609215,1.077868959560745,7.381815273317535,0.3186330517766118,10.598169741231056,0.030993403041699168,-0.11099982068999546,0.09951308418450827,0.1642563537082956,0.9964444637298584,cifar100,0.9046834949999999,0.9070824099999999,0.9066159199999999,0.911667965,0.9112388749999999,0.918388945
7
- cifar10,sam,0.01,wide_resnet,1,350,0.963,0.018825389444828033,0.013009777292609215,1.077868959560745,7.381815273317535,0.3186330517766118,10.598169741231056,0.030993403041699168,-0.11099982068999546,0.09951308418450827,0.1642563537082956,0.9964444637298584,mnist,0.8937314250000001,0.8948205300000001,0.889737055,0.91951745,0.94440117,0.9243625900000001
8
- cifar10,sam,0.01,wide_resnet,1,350,0.963,0.018825389444828033,0.013009777292609215,1.077868959560745,7.381815273317535,0.3186330517766118,10.598169741231056,0.030993403041699168,-0.11099982068999546,0.09951308418450827,0.1642563537082956,0.9964444637298584,svhn,0.9377320029194838,0.9410915949600491,0.9393899738783036,0.9462629820989551,0.9848330285802089,0.9559119679625077
9
- cifar10,sam,0.01,wide_resnet,1,350,0.963,0.018825389444828033,0.013009777292609215,1.077868959560745,7.381815273317535,0.3186330517766118,10.598169741231056,0.030993403041699168,-0.11099982068999546,0.09951308418450827,0.1642563537082956,0.9964444637298584,tiny_imagenet,0.8895693149999999,0.892348305,0.8927287750000001,0.906238895,0.903124705,0.9122820599999999
10
- cifar10,sam,0.01,wide_resnet,2,350,0.9622,0.01811813749372959,0.015070627443492413,1.1694073977795347,7.406794194771234,0.2956763591280448,11.311921158688374,0.03289981593758317,-0.11099994820933075,0.09759167473452993,0.17064966411852578,0.9961555600166321,cifar100,0.9016355699999999,0.904300015,0.9041135250000001,0.90906793,0.90566539,0.915911255
11
- cifar10,sam,0.01,wide_resnet,2,350,0.9622,0.01811813749372959,0.015070627443492413,1.1694073977795347,7.406794194771234,0.2956763591280448,11.311921158688374,0.03289981593758317,-0.11099994820933075,0.09759167473452993,0.17064966411852578,0.9961555600166321,mnist,0.9358738950000001,0.93938776,0.94327757,0.950136615,0.9713003149999999,0.95574736
12
- cifar10,sam,0.01,wide_resnet,2,350,0.9622,0.01811813749372959,0.015070627443492413,1.1694073977795347,7.406794194771234,0.2956763591280448,11.311921158688374,0.03289981593758317,-0.11099994820933075,0.09759167473452993,0.17064966411852578,0.9961555600166321,svhn,0.8976766076367547,0.8975889347725876,0.8882596342962509,0.9315752612169637,0.9856822180393364,0.9366888809926244
13
- cifar10,sam,0.01,wide_resnet,2,350,0.9622,0.01811813749372959,0.015070627443492413,1.1694073977795347,7.406794194771234,0.2956763591280448,11.311921158688374,0.03289981593758317,-0.11099994820933075,0.09759167473452993,0.17064966411852578,0.9961555600166321,tiny_imagenet,0.8877516799999999,0.89092864,0.891268455,0.90506869,0.901402865,0.9114809250000001
14
- cifar10,sam,0.02,wide_resnet,0,350,0.9594,0.02097572758793831,0.004916770849376917,1.1792719259193432,7.519348847088254,0.23888277076829373,12.779225591721971,0.0296988623679034,-0.11099874387346625,0.1042371642234994,0.17536319546818202,1.0,cifar100,0.903713335,0.9066746349999999,0.9084497599999999,0.910330095,0.9077362550000001,0.9147981300000001
15
- cifar10,sam,0.02,wide_resnet,0,350,0.9594,0.02097572758793831,0.004916770849376917,1.1792719259193432,7.519348847088254,0.23888277076829373,12.779225591721971,0.0296988623679034,-0.11099874387346625,0.1042371642234994,0.17536319546818202,1.0,mnist,0.92074151,0.92351482,0.931569005,0.9349875249999999,0.94977608,0.94053628
16
- cifar10,sam,0.02,wide_resnet,0,350,0.9594,0.02097572758793831,0.004916770849376917,1.1792719259193432,7.519348847088254,0.23888277076829373,12.779225591721971,0.0296988623679034,-0.11099874387346625,0.1042371642234994,0.17536319546818202,1.0,svhn,0.9439921942224955,0.9494954498309772,0.9637080208973571,0.9367829920866625,0.9815765576982175,0.9510857579133375
17
- cifar10,sam,0.02,wide_resnet,0,350,0.9594,0.02097572758793831,0.004916770849376917,1.1792719259193432,7.519348847088254,0.23888277076829373,12.779225591721971,0.0296988623679034,-0.11099874387346625,0.1042371642234994,0.17536319546818202,1.0,tiny_imagenet,0.8938090249999999,0.89691223,0.898774385,0.9075401749999998,0.9055179000000001,0.9118096899999999
18
- cifar10,sam,0.02,wide_resnet,1,350,0.9632,0.01857246458530426,0.01623823493719101,1.208593517176589,7.417610815458692,0.28355594039644066,11.199372775118233,0.033845553163969574,-0.11100020931850395,0.10763534484642578,0.17263822145411759,0.9965111017227173,cifar100,0.9056146899999999,0.908435365,0.9084009249999998,0.913668755,0.910683925,0.920249235
19
- cifar10,sam,0.02,wide_resnet,1,350,0.9632,0.01857246458530426,0.01623823493719101,1.208593517176589,7.417610815458692,0.28355594039644066,11.199372775118233,0.033845553163969574,-0.11100020931850395,0.10763534484642578,0.17263822145411759,0.9965111017227173,mnist,0.868442255,0.869195195,0.861720925,0.90154889,0.92024749,0.905440045
20
- cifar10,sam,0.02,wide_resnet,1,350,0.9632,0.01857246458530426,0.01623823493719101,1.208593517176589,7.417610815458692,0.28355594039644066,11.199372775118233,0.033845553163969574,-0.11100020931850395,0.10763534484642578,0.17263822145411759,0.9965111017227173,svhn,0.9530116529655808,0.9575673248309772,0.9631229794099571,0.9446574600491703,0.9746016844652735,0.9546623713122311
21
- cifar10,sam,0.02,wide_resnet,1,350,0.9632,0.01857246458530426,0.01623823493719101,1.208593517176589,7.417610815458692,0.28355594039644066,11.199372775118233,0.033845553163969574,-0.11100020931850395,0.10763534484642578,0.17263822145411759,0.9965111017227173,tiny_imagenet,0.896955875,0.9002851199999999,0.9027229750000001,0.908878555,0.906431165,0.9153070149999999
22
- cifar10,sam,0.02,wide_resnet,2,350,0.9627,0.01866837963461876,0.016424745321273804,1.1956757245059046,7.333046176749528,0.2699876768761268,11.41729696493293,0.03441795446589824,-0.11098726254304359,0.10899094466020065,0.17356003145109075,0.9963111281394958,cifar100,0.9059258250000001,0.908571895,0.90762701,0.91319592,0.9102699249999999,0.9195254949999999
23
- cifar10,sam,0.02,wide_resnet,2,350,0.9627,0.01866837963461876,0.016424745321273804,1.1956757245059046,7.333046176749528,0.2699876768761268,11.41729696493293,0.03441795446589824,-0.11098726254304359,0.10899094466020065,0.17356003145109075,0.9963111281394958,mnist,0.899463125,0.9022463800000001,0.9121128949999999,0.90448817,0.9320887449999999,0.91203755
24
- cifar10,sam,0.02,wide_resnet,2,350,0.9627,0.01866837963461876,0.016424745321273804,1.1956757245059046,7.333046176749528,0.2699876768761268,11.41729696493293,0.03441795446589824,-0.11098726254304359,0.10899094466020065,0.17356003145109075,0.9963111281394958,svhn,0.9600451540411801,0.9646077385525508,0.9719718865242779,0.950513116548863,0.9849253860633067,0.9637638905961894
25
- cifar10,sam,0.02,wide_resnet,2,350,0.9627,0.01866837963461876,0.016424745321273804,1.1956757245059046,7.333046176749528,0.2699876768761268,11.41729696493293,0.03441795446589824,-0.11098726254304359,0.10899094466020065,0.17356003145109075,0.9963111281394958,tiny_imagenet,0.892944095,0.89612757,0.8981978100000001,0.9061624149999998,0.90172994,0.912613025
26
- cifar10,sam,0.05,wide_resnet,0,350,0.9667,0.015133447013795376,0.008110961876809597,1.0910670186912423,6.816850443631712,0.20368451569172014,12.10227332485567,0.02981300006743316,-0.1110047257889774,0.1299671368158321,0.14483984709245176,1.0,cifar100,0.916402065,0.9192740000000001,0.9207060499999999,0.921926125,0.910700085,0.9240800849999999
27
- cifar10,sam,0.05,wide_resnet,0,350,0.9667,0.015133447013795376,0.008110961876809597,1.0910670186912423,6.816850443631712,0.20368451569172014,12.10227332485567,0.02981300006743316,-0.1110047257889774,0.1299671368158321,0.14483984709245176,1.0,mnist,0.928962105,0.931734965,0.9410954300000001,0.9334657149999999,0.9380411200000001,0.9359268899999998
28
- cifar10,sam,0.05,wide_resnet,0,350,0.9667,0.015133447013795376,0.008110961876809597,1.0910670186912423,6.816850443631712,0.20368451569172014,12.10227332485567,0.02981300006743316,-0.1110047257889774,0.1299671368158321,0.14483984709245176,1.0,svhn,0.9662373271358328,0.9712513829133376,0.977989706899201,0.9668519476029502,0.9714879494468347,0.973690559695759
29
- cifar10,sam,0.05,wide_resnet,0,350,0.9667,0.015133447013795376,0.008110961876809597,1.0910670186912423,6.816850443631712,0.20368451569172014,12.10227332485567,0.02981300006743316,-0.1110047257889774,0.1299671368158321,0.14483984709245176,1.0,tiny_imagenet,0.908263875,0.9117027449999999,0.91565986,0.91820105,0.90911632,0.9205554149999999
30
- cifar10,sam,0.05,wide_resnet,1,350,0.9666,0.014449657872319221,0.01024860329926014,1.5835160343928636,7.270291876921805,0.22226268048704453,12.004180042014335,0.04642393223826755,-0.11095782500613299,0.1388023365532417,0.2053841459250397,0.9964889287948608,cifar100,0.9198757350000001,0.9230068949999999,0.925373345,0.91767001,0.904356755,0.9247021750000001
31
- cifar10,sam,0.05,wide_resnet,1,350,0.9666,0.014449657872319221,0.01024860329926014,1.5835160343928636,7.270291876921805,0.22226268048704453,12.004180042014335,0.04642393223826755,-0.11095782500613299,0.1388023365532417,0.2053841459250397,0.9964889287948608,mnist,0.909513315,0.912772505,0.924243235,0.915129905,0.93740345,0.9248971450000001
32
- cifar10,sam,0.05,wide_resnet,1,350,0.9666,0.014449657872319221,0.01024860329926014,1.5835160343928636,7.270291876921805,0.22226268048704453,12.004180042014335,0.04642393223826755,-0.11095782500613299,0.1388023365532417,0.2053841459250397,0.9964889287948608,svhn,0.9662437672864168,0.9709332321757835,0.9777445816687153,0.9476363859864783,0.9800575522433929,0.963584985786724
33
- cifar10,sam,0.05,wide_resnet,1,350,0.9666,0.014449657872319221,0.01024860329926014,1.5835160343928636,7.270291876921805,0.22226268048704453,12.004180042014335,0.04642393223826755,-0.11095782500613299,0.1388023365532417,0.2053841459250397,0.9964889287948608,tiny_imagenet,0.909083485,0.91273155,0.916996755,0.9131257499999998,0.8978617449999999,0.9197389149999999
34
- cifar10,sam,0.05,wide_resnet,2,350,0.9665,0.014284664765000343,0.010791193693876266,1.4615821361674692,7.330386091882451,0.2196421936015273,12.143617528434202,0.041762959782978434,-0.1109920946725295,0.1467951546064509,0.20076515619733135,0.996666669845581,cifar100,0.9154105049999999,0.918378645,0.9187281,0.91758417,0.9104368899999999,0.9238404249999999
35
- cifar10,sam,0.05,wide_resnet,2,350,0.9665,0.014284664765000343,0.010791193693876266,1.4615821361674692,7.330386091882451,0.2196421936015273,12.143617528434202,0.041762959782978434,-0.1109920946725295,0.1467951546064509,0.20076515619733135,0.996666669845581,mnist,0.9372901199999999,0.9405637800000001,0.94733316,0.95142223,0.9760224100000001,0.9587558100000001
36
- cifar10,sam,0.05,wide_resnet,2,350,0.9665,0.014284664765000343,0.010791193693876266,1.4615821361674692,7.330386091882451,0.2196421936015273,12.143617528434202,0.041762959782978434,-0.1109920946725295,0.1467951546064509,0.20076515619733135,0.996666669845581,svhn,0.9254444126459742,0.9292686117086663,0.9342511197756608,0.9468170770590043,0.9864218404271665,0.9539782421634911
37
- cifar10,sam,0.05,wide_resnet,2,350,0.9665,0.014284664765000343,0.010791193693876266,1.4615821361674692,7.330386091882451,0.2196421936015273,12.143617528434202,0.041762959782978434,-0.1109920946725295,0.1467951546064509,0.20076515619733135,0.996666669845581,tiny_imagenet,0.9066002550000001,0.9101630999999999,0.913804765,0.9109403,0.90017624,0.91734541
38
- cifar10,sam,0.1,wide_resnet,0,350,0.9664,0.01283264346420765,0.005391003098338842,1.6530359324023065,7.258482029241042,0.21055756047070032,12.603310295214804,0.04398086686768836,-0.11099862275286351,0.2012296109283027,0.24415768839070423,1.0,cifar100,0.922859015,0.926663365,0.92913014,0.9237661149999998,0.914625855,0.9274199850000001
39
- cifar10,sam,0.1,wide_resnet,0,350,0.9664,0.01283264346420765,0.005391003098338842,1.6530359324023065,7.258482029241042,0.21055756047070032,12.603310295214804,0.04398086686768836,-0.11099862275286351,0.2012296109283027,0.24415768839070423,1.0,mnist,0.9212338649999999,0.9241749600000002,0.929327805,0.936185235,0.96218309,0.9414106899999999
40
- cifar10,sam,0.1,wide_resnet,0,350,0.9664,0.01283264346420765,0.005391003098338842,1.6530359324023065,7.258482029241042,0.21055756047070032,12.603310295214804,0.04398086686768836,-0.11099862275286351,0.2012296109283027,0.24415768839070423,1.0,svhn,0.9702363033958206,0.977498461508912,0.9852575829748003,0.9668038913644744,0.9804755243546405,0.9789753706976031
41
- cifar10,sam,0.1,wide_resnet,0,350,0.9664,0.01283264346420765,0.005391003098338842,1.6530359324023065,7.258482029241042,0.21055756047070032,12.603310295214804,0.04398086686768836,-0.11099862275286351,0.2012296109283027,0.24415768839070423,1.0,tiny_imagenet,0.91531971,0.9197494800000001,0.9258875200000001,0.9184139,0.9059576,0.922948855
42
- cifar10,sam,0.1,wide_resnet,1,350,0.9659,0.009865735657513142,0.009865735657513142,2.0520410810582552,7.0319114404541,0.20867415484138102,12.3957325451167,0.061469046763624205,-0.11078467141976477,0.19017032965986772,0.24642451394857828,0.9966889023780823,cifar100,0.922214715,0.9264885900000001,0.9293635200000002,0.9182688200000001,0.8910127949999999,0.9261711149999999
43
- cifar10,sam,0.1,wide_resnet,1,350,0.9659,0.009865735657513142,0.009865735657513142,2.0520410810582552,7.0319114404541,0.20867415484138102,12.3957325451167,0.061469046763624205,-0.11078467141976477,0.19017032965986772,0.24642451394857828,0.9966889023780823,mnist,0.9016249849999999,0.9062314,0.920727865,0.91413897,0.90893786,0.924417225
44
- cifar10,sam,0.1,wide_resnet,1,350,0.9659,0.009865735657513142,0.009865735657513142,2.0520410810582552,7.0319114404541,0.20867415484138102,12.3957325451167,0.061469046763624205,-0.11078467141976477,0.19017032965986772,0.24642451394857828,0.9966889023780823,svhn,0.9355342347879534,0.9407136216963737,0.9551226221573448,0.9386963333589428,0.9843210817455439,0.9478170309618931
45
- cifar10,sam,0.1,wide_resnet,1,350,0.9659,0.009865735657513142,0.009865735657513142,2.0520410810582552,7.0319114404541,0.20867415484138102,12.3957325451167,0.061469046763624205,-0.11078467141976477,0.19017032965986772,0.24642451394857828,0.9966889023780823,tiny_imagenet,0.9122458099999999,0.9170861749999999,0.92273443,0.9126627900000002,0.883587225,0.9201244949999999
46
- cifar10,sam,0.1,wide_resnet,2,350,0.9655,0.01242133416235447,0.01242133416235447,1.8609839620415087,7.189665537487954,0.20832419578849176,12.497327421282742,0.053381139812255396,-0.11089929522826222,0.2066208383688731,0.2445515594288925,0.996666669845581,cifar100,0.919200285,0.92302868,0.925896785,0.91673622,0.89870022,0.9237950300000001
47
- cifar10,sam,0.1,wide_resnet,2,350,0.9655,0.01242133416235447,0.01242133416235447,1.8609839620415087,7.189665537487954,0.20832419578849176,12.497327421282742,0.053381139812255396,-0.11089929522826222,0.2066208383688731,0.2445515594288925,0.996666669845581,mnist,0.93136133,0.9355167900000001,0.94420921,0.9498552100000002,0.948473385,0.9554702249999999
48
- cifar10,sam,0.1,wide_resnet,2,350,0.9655,0.01242133416235447,0.01242133416235447,1.8609839620415087,7.189665537487954,0.20832419578849176,12.497327421282742,0.053381139812255396,-0.11089929522826222,0.2066208383688731,0.2445515594288925,0.996666669845581,svhn,0.9722023086969884,0.9787248924400739,0.9854922095881992,0.9648447334050401,0.9798492240319606,0.977434553626306
49
- cifar10,sam,0.1,wide_resnet,2,350,0.9655,0.01242133416235447,0.01242133416235447,1.8609839620415087,7.189665537487954,0.20832419578849176,12.497327421282742,0.053381139812255396,-0.11089929522826222,0.2066208383688731,0.2445515594288925,0.996666669845581,tiny_imagenet,0.91287402,0.91760027,0.9244347700000001,0.91210547,0.89211803,0.9197029649999999
50
- cifar10,sam,0.2,wide_resnet,0,350,0.967,0.010802384465932846,0.004693437833338976,2.018702907156626,7.019114820552207,0.22971565814337214,12.454773534989734,0.05360247826418527,-0.1107755802733848,0.27628539839642324,0.29544553477912233,0.9992889165878296,cifar100,0.9238102300000001,0.927683785,0.929759615,0.9229537849999999,0.90492623,0.9283047600000001
51
- cifar10,sam,0.2,wide_resnet,0,350,0.967,0.010802384465932846,0.004693437833338976,2.018702907156626,7.019114820552207,0.22971565814337214,12.454773534989734,0.05360247826418527,-0.1107755802733848,0.27628539839642324,0.29544553477912233,0.9992889165878296,mnist,0.92180909,0.92513255,0.9377935750000002,0.920025185,0.9329173550000001,0.93260572
52
- cifar10,sam,0.2,wide_resnet,0,350,0.967,0.010802384465932846,0.004693437833338976,2.018702907156626,7.019114820552207,0.22971565814337214,12.454773534989734,0.05360247826418527,-0.1107755802733848,0.27628539839642324,0.29544553477912233,0.9992889165878296,svhn,0.9336866625691458,0.9398073352028272,0.9578465888137676,0.9461527831130917,0.9835370985709896,0.952769116856177
53
- cifar10,sam,0.2,wide_resnet,0,350,0.967,0.010802384465932846,0.004693437833338976,2.018702907156626,7.019114820552207,0.22971565814337214,12.454773534989734,0.05360247826418527,-0.1107755802733848,0.27628539839642324,0.29544553477912233,0.9992889165878296,tiny_imagenet,0.9169717850000001,0.9216731600000001,0.9276093750000001,0.9166378449999999,0.9009959299999999,0.924146895
54
- cifar10,sam,0.2,wide_resnet,1,350,0.9701,0.007578726392239332,0.01151556521654129,2.1248041879372654,6.860942667520551,0.22663295991574675,12.839648683651635,0.0625114490715257,-0.11068730303237467,0.2783333381457726,0.29753212991693734,0.996399998664856,cifar100,0.927166655,0.931151575,0.93300885,0.9198288849999999,0.89267393,0.92792906
55
- cifar10,sam,0.2,wide_resnet,1,350,0.9701,0.007578726392239332,0.01151556521654129,2.1248041879372654,6.860942667520551,0.22663295991574675,12.839648683651635,0.0625114490715257,-0.11068730303237467,0.2783333381457726,0.29753212991693734,0.996399998664856,mnist,0.93288008,0.93787403,0.952725585,0.9278032,0.9374151099999999,0.9425488200000001
56
- cifar10,sam,0.2,wide_resnet,1,350,0.9701,0.007578726392239332,0.01151556521654129,2.1248041879372654,6.860942667520551,0.22663295991574675,12.839648683651635,0.0625114490715257,-0.11068730303237467,0.2783333381457726,0.29753212991693734,0.996399998664856,svhn,0.9505517055931163,0.9569046980639213,0.971626286877689,0.9464095478641672,0.9859951079440689,0.9572280232022126
57
- cifar10,sam,0.2,wide_resnet,1,350,0.9701,0.007578726392239332,0.01151556521654129,2.1248041879372654,6.860942667520551,0.22663295991574675,12.839648683651635,0.0625114490715257,-0.11068730303237467,0.2783333381457726,0.29753212991693734,0.996399998664856,tiny_imagenet,0.9203003250000001,0.9250724799999999,0.93189991,0.915217475,0.889614055,0.9238920799999999
58
- cifar10,sam,0.2,wide_resnet,2,350,0.9669,0.009264531545341015,0.01275704987347126,2.173322738890054,6.883925943975774,0.225336532594264,12.717535971824342,0.0643927660232655,-0.11066386144015287,0.27621862832639676,0.29928103931481853,0.9965111017227173,cifar100,0.9240404600000001,0.9280630750000001,0.92948934,0.920691685,0.8939642649999999,0.92815068
59
- cifar10,sam,0.2,wide_resnet,2,350,0.9669,0.009264531545341015,0.01275704987347126,2.173322738890054,6.883925943975774,0.225336532594264,12.717535971824342,0.0643927660232655,-0.11066386144015287,0.27621862832639676,0.29928103931481853,0.9965111017227173,mnist,0.9274232199999999,0.9305501,0.940157485,0.9213395699999999,0.9434179349999999,0.9307560399999999
60
- cifar10,sam,0.2,wide_resnet,2,350,0.9669,0.009264531545341015,0.01275704987347126,2.173322738890054,6.883925943975774,0.225336532594264,12.717535971824342,0.0643927660232655,-0.11066386144015287,0.27621862832639676,0.29928103931481853,0.9965111017227173,svhn,0.9622464255531652,0.9681024892440072,0.976456376767056,0.9713879571296865,0.9886106945298095,0.974287327135833
61
- cifar10,sam,0.2,wide_resnet,2,350,0.9669,0.009264531545341015,0.01275704987347126,2.173322738890054,6.883925943975774,0.225336532594264,12.717535971824342,0.0643927660232655,-0.11066386144015287,0.27621862832639676,0.29928103931481853,0.9965111017227173,tiny_imagenet,0.9167965200000001,0.9214768449999999,0.9271777699999999,0.9127079199999999,0.88625624,0.921409145
62
- cifar10,sam,0.5,wide_resnet,0,350,0.9668,0.00977601669728756,0.003469899296760559,2.424023843178412,6.849414380117748,0.26060477652259106,12.65394437082266,0.0643623278489007,-0.11053595184536977,0.3450639917215168,0.3359908729164419,0.9922000169754028,cifar100,0.92726759,0.9315464549999999,0.935031875,0.9179110300000001,0.8819563050000001,0.92598809
63
- cifar10,sam,0.5,wide_resnet,0,350,0.9668,0.00977601669728756,0.003469899296760559,2.424023843178412,6.849414380117748,0.26060477652259106,12.65394437082266,0.0643623278489007,-0.11053595184536977,0.3450639917215168,0.3359908729164419,0.9922000169754028,mnist,0.90409018,0.90743927,0.9245931350000001,0.911495285,0.909154325,0.92838715
64
- cifar10,sam,0.5,wide_resnet,0,350,0.9668,0.00977601669728756,0.003469899296760559,2.424023843178412,6.849414380117748,0.26060477652259106,12.65394437082266,0.0643623278489007,-0.11053595184536977,0.3450639917215168,0.3359908729164419,0.9922000169754028,svhn,0.9768581419022742,0.983398344345421,0.9885481830055317,0.9488457590657652,0.9769888637062077,0.9518067647510755
65
- cifar10,sam,0.5,wide_resnet,0,350,0.9668,0.00977601669728756,0.003469899296760559,2.424023843178412,6.849414380117748,0.26060477652259106,12.65394437082266,0.0643623278489007,-0.11053595184536977,0.3450639917215168,0.3359908729164419,0.9922000169754028,tiny_imagenet,0.9187375799999999,0.92383545,0.93251391,0.9121923849999999,0.88562121,0.9197025
66
- cifar10,sam,0.5,wide_resnet,1,350,0.9692,0.010647043585777283,0.010647043585777283,2.538586748935356,6.792665468659669,0.26767209587429525,12.583256104296897,0.06949820918836772,-0.11067601298039524,0.3494275740809797,0.33730638654224054,0.9901333451271057,cifar100,0.9301396849999999,0.934338065,0.9380227750000001,0.915129895,0.8703433199999999,0.9248151299999999
67
- cifar10,sam,0.5,wide_resnet,1,350,0.9692,0.010647043585777283,0.010647043585777283,2.538586748935356,6.792665468659669,0.26767209587429525,12.583256104296897,0.06949820918836772,-0.11067601298039524,0.3494275740809797,0.33730638654224054,0.9901333451271057,mnist,0.9454928049999999,0.95025832,0.96179189,0.9286424950000001,0.908563855,0.948801575
68
- cifar10,sam,0.5,wide_resnet,1,350,0.9692,0.010647043585777283,0.010647043585777283,2.538586748935356,6.792665468659669,0.26767209587429525,12.583256104296897,0.06949820918836772,-0.11067601298039524,0.3494275740809797,0.33730638654224054,0.9901333451271057,svhn,0.9743798498002457,0.9807175476336817,0.9890297307160418,0.9417443876767057,0.9591700215119852,0.953864334280885
69
- cifar10,sam,0.5,wide_resnet,1,350,0.9692,0.010647043585777283,0.010647043585777283,2.538586748935356,6.792665468659669,0.26767209587429525,12.583256104296897,0.06949820918836772,-0.11067601298039524,0.3494275740809797,0.33730638654224054,0.9901333451271057,tiny_imagenet,0.922502675,0.92739018,0.9343828849999999,0.9117364699999999,0.872520645,0.9208000700000001
70
- cifar10,sam,0.5,wide_resnet,2,350,0.9682,0.008706788532435894,0.012178638018667698,2.519706296167399,6.784985992383754,0.27792960430171265,12.24405336295711,0.07006667248924615,-0.11040017900849769,0.3493896874251593,0.33773892940839767,0.9892222285270691,cifar100,0.92863094,0.9328781350000002,0.93607722,0.91465297,0.87352691,0.9250772349999999
71
- cifar10,sam,0.5,wide_resnet,2,350,0.9682,0.008706788532435894,0.012178638018667698,2.519706296167399,6.784985992383754,0.27792960430171265,12.24405336295711,0.07006667248924615,-0.11040017900849769,0.3493896874251593,0.33773892940839767,0.9892222285270691,mnist,0.93625684,0.9422665849999999,0.9574053849999999,0.92556705,0.865337975,0.94350042
72
- cifar10,sam,0.5,wide_resnet,2,350,0.9682,0.008706788532435894,0.012178638018667698,2.519706296167399,6.784985992383754,0.27792960430171265,12.24405336295711,0.07006667248924615,-0.11040017900849769,0.3493896874251593,0.33773892940839767,0.9892222285270691,svhn,0.9751462891825446,0.9809200484019668,0.9867171212354027,0.9363663183773817,0.9711901717117395,0.944556734019668
73
- cifar10,sam,0.5,wide_resnet,2,350,0.9682,0.008706788532435894,0.012178638018667698,2.519706296167399,6.784985992383754,0.27792960430171265,12.24405336295711,0.07006667248924615,-0.11040017900849769,0.3493896874251593,0.33773892940839767,0.9892222285270691,tiny_imagenet,0.91757021,0.9225682900000001,0.9300597049999999,0.91152088,0.87788054,0.920576215
74
- cifar10,sgd,0,wide_resnet,0,350,0.9593,0.025088641792535782,0.008343935012817383,0.8524621997721226,6.895355463413072,0.24859393411678687,12.536060577019166,0.021689370525446373,-0.11107764112527047,0.08328708860465014,0.07798824936570196,1.0,cifar100,0.8941108,0.89582646,0.8920817250000002,0.9111092749999999,0.904763115,0.9144412599999999
75
- cifar10,sgd,0,wide_resnet,0,350,0.9593,0.025088641792535782,0.008343935012817383,0.8524621997721226,6.895355463413072,0.24859393411678687,12.536060577019166,0.021689370525446373,-0.11107764112527047,0.08328708860465014,0.07798824936570196,1.0,mnist,0.8606068000000001,0.86094829,0.8526150800000001,0.902391785,0.92256476,0.9048032349999999
76
- cifar10,sgd,0,wide_resnet,0,350,0.9593,0.025088641792535782,0.008343935012817383,0.8524621997721226,6.895355463413072,0.24859393411678687,12.536060577019166,0.021689370525446373,-0.11107764112527047,0.08328708860465014,0.07798824936570196,1.0,svhn,0.9564898163798402,0.9607579920866626,0.96792805393362,0.9578635794406883,0.9733050341886907,0.9637391326060234
77
- cifar10,sgd,0,wide_resnet,0,350,0.9593,0.025088641792535782,0.008343935012817383,0.8524621997721226,6.895355463413072,0.24859393411678687,12.536060577019166,0.021689370525446373,-0.11107764112527047,0.08328708860465014,0.07798824936570196,1.0,tiny_imagenet,0.88582251,0.8879796349999999,0.885701525,0.9091562800000001,0.9033265400000001,0.9121752250000001
78
- cifar10,sgd,0,wide_resnet,1,350,0.9621,0.020888295024633408,0.01807837188243866,1.0606626449835774,7.443601849568503,0.32780201591877006,10.554652999215103,0.030207593256256902,-0.11099768812682781,0.088565935004916,0.15678890976094562,0.9962888956069946,cifar100,0.8984411800000001,0.9008053949999999,0.8998948950000001,0.908301445,0.9087111649999999,0.9156220449999999
79
- cifar10,sgd,0,wide_resnet,1,350,0.9621,0.020888295024633408,0.01807837188243866,1.0606626449835774,7.443601849568503,0.32780201591877006,10.554652999215103,0.030207593256256902,-0.11099768812682781,0.088565935004916,0.15678890976094562,0.9962888956069946,mnist,0.90196307,0.9033958949999998,0.8984315500000002,0.920421835,0.931026675,0.927971835
80
- cifar10,sgd,0,wide_resnet,1,350,0.9621,0.020888295024633408,0.01807837188243866,1.0606626449835774,7.443601849568503,0.32780201591877006,10.554652999215103,0.030207593256256902,-0.11099768812682781,0.088565935004916,0.15678890976094562,0.9962888956069946,svhn,0.8832021243085434,0.8839691667947143,0.8802045271204672,0.9122850222802704,0.9732921500460971,0.9219833551014137
81
- cifar10,sgd,0,wide_resnet,1,350,0.9621,0.020888295024633408,0.01807837188243866,1.0606626449835774,7.443601849568503,0.32780201591877006,10.554652999215103,0.030207593256256902,-0.11099768812682781,0.088565935004916,0.15678890976094562,0.9962888956069946,tiny_imagenet,0.8888059700000001,0.89157441,0.8925795750000001,0.90649848,0.904167795,0.9134211449999999
82
- cifar10,sgd,0,wide_resnet,2,350,0.9576,0.026551365852355957,0.02315247803926468,1.0254565234930333,7.470392518396941,0.3184238567148295,10.960122190802648,0.02869948673848452,-0.11102218271973593,0.08739444458655107,0.16460503866190834,0.9962666630744934,cifar100,0.896992885,0.899257595,0.8987529749999998,0.9071100550000001,0.90489473,0.91468945
83
- cifar10,sgd,0,wide_resnet,2,350,0.9576,0.026551365852355957,0.02315247803926468,1.0254565234930333,7.470392518396941,0.3184238567148295,10.960122190802648,0.02869948673848452,-0.11102218271973593,0.08739444458655107,0.16460503866190834,0.9962666630744934,mnist,0.93325725,0.9362730449999999,0.9419255449999999,0.9492774299999999,0.9675623849999999,0.9563728599999999
84
- cifar10,sgd,0,wide_resnet,2,350,0.9576,0.026551365852355957,0.02315247803926468,1.0254565234930333,7.470392518396941,0.3184238567148295,10.960122190802648,0.02869948673848452,-0.11102218271973593,0.08739444458655107,0.16460503866190834,0.9962666630744934,svhn,0.9471255704517516,0.9508640461739398,0.9574301417486171,0.944925424477566,0.9771903541794714,0.9570157037492318
85
- cifar10,sgd,0,wide_resnet,2,350,0.9576,0.026551365852355957,0.02315247803926468,1.0254565234930333,7.470392518396941,0.3184238567148295,10.960122190802648,0.02869948673848452,-0.11102218271973593,0.08739444458655107,0.16460503866190834,0.9962666630744934,tiny_imagenet,0.886111215,0.888774755,0.88950543,0.90279633,0.90069723,0.9105572000000001
 
1
  train_data,optimizer,rho,backbone,seed,epoch,accuracy,ece,t_ece,Within-class Variance,Inter-class Distance,Anisotropy,Effective Rank,NC1 (Variability),NC2 (Mean Sim),NC2 (ETF Dist),NC3 (Alignment),NC4 (NCC Acc),ood_data,msp_auroc,entropy_auroc,energy_auroc,ddu_auroc,maha_auroc,knn_auroc
2
+ cifar10,sam,0.01,wide_resnet,0,350,0.9613,0.020014025,0.005542587,0.869885075,7.446742573,0.276974434,11.78019421,0.022435393,-0.111011356,0.094627378,0.161637018,1,cifar100,0.899148395,0.901650095,0.90116614,0.905919155,0.91120041,0.914890465
3
+ cifar10,sam,0.01,wide_resnet,0,350,0.9613,0.020014025,0.005542587,0.869885075,7.446742573,0.276974434,11.78019421,0.022435393,-0.111011356,0.094627378,0.161637018,1,mnist,0.86559858,0.866411595,0.863921535,0.90030918,0.93317605,0.906817045
4
+ cifar10,sam,0.01,wide_resnet,0,350,0.9613,0.020014025,0.005542587,0.869885075,7.446742573,0.276974434,11.78019421,0.022435393,-0.111011356,0.094627378,0.161637018,1,svhn,0.937320586,0.941001771,0.949779721,0.974938702,0.969439087,0.94552243
5
+ cifar10,sam,0.01,wide_resnet,0,350,0.9613,0.020014025,0.005542587,0.869885075,7.446742573,0.276974434,11.78019421,0.022435393,-0.111011356,0.094627378,0.161637018,1,tiny_imagenet,0.889184705,0.89222044,0.89369283,0.9052496,0.90681899,0.910840065
6
+ cifar10,sam,0.01,wide_resnet,1,350,0.963,0.018825389,0.013009777,1.07786896,7.381815273,0.318633052,10.59816974,0.030993403,-0.110999821,0.099513084,0.164256354,0.996444464,cifar100,0.904683495,0.90708241,0.90661592,0.900083005,0.911238875,0.918388945
7
+ cifar10,sam,0.01,wide_resnet,1,350,0.963,0.018825389,0.013009777,1.07786896,7.381815273,0.318633052,10.59816974,0.030993403,-0.110999821,0.099513084,0.164256354,0.996444464,mnist,0.893731425,0.89482053,0.889737055,0.90419459,0.94440117,0.92436259
8
+ cifar10,sam,0.01,wide_resnet,1,350,0.963,0.018825389,0.013009777,1.07786896,7.381815273,0.318633052,10.59816974,0.030993403,-0.110999821,0.099513084,0.164256354,0.996444464,svhn,0.937732003,0.941091595,0.939389974,0.989448871,0.984833029,0.955911968
9
+ cifar10,sam,0.01,wide_resnet,1,350,0.963,0.018825389,0.013009777,1.07786896,7.381815273,0.318633052,10.59816974,0.030993403,-0.110999821,0.099513084,0.164256354,0.996444464,tiny_imagenet,0.889569315,0.892348305,0.892728775,0.89704113,0.903124705,0.91228206
10
+ cifar10,sam,0.01,wide_resnet,2,350,0.9622,0.018118137,0.015070627,1.169407398,7.406794195,0.295676359,11.31192116,0.032899816,-0.110999948,0.097591675,0.170649664,0.99615556,cifar100,0.90163557,0.904300015,0.904113525,0.903848465,0.90566539,0.915911255
11
+ cifar10,sam,0.01,wide_resnet,2,350,0.9622,0.018118137,0.015070627,1.169407398,7.406794195,0.295676359,11.31192116,0.032899816,-0.110999948,0.097591675,0.170649664,0.99615556,mnist,0.935873895,0.93938776,0.94327757,0.94312357,0.971300315,0.95574736
12
+ cifar10,sam,0.01,wide_resnet,2,350,0.9622,0.018118137,0.015070627,1.169407398,7.406794195,0.295676359,11.31192116,0.032899816,-0.110999948,0.097591675,0.170649664,0.99615556,svhn,0.897676608,0.897588935,0.888259634,0.986076829,0.985682218,0.936688881
13
+ cifar10,sam,0.01,wide_resnet,2,350,0.9622,0.018118137,0.015070627,1.169407398,7.406794195,0.295676359,11.31192116,0.032899816,-0.110999948,0.097591675,0.170649664,0.99615556,tiny_imagenet,0.88775168,0.89092864,0.891268455,0.90444544,0.901402865,0.911480925
14
+ cifar10,sam,0.02,wide_resnet,0,350,0.9594,0.020975728,0.004916771,1.179271926,7.519348847,0.238882771,12.77922559,0.029698862,-0.110998744,0.104237164,0.175363195,1,cifar100,0.903713335,0.906674635,0.90844976,0.890839965,0.907736255,0.91479813
15
+ cifar10,sam,0.02,wide_resnet,0,350,0.9594,0.020975728,0.004916771,1.179271926,7.519348847,0.238882771,12.77922559,0.029698862,-0.110998744,0.104237164,0.175363195,1,mnist,0.92074151,0.92351482,0.931569005,0.9225233,0.94977608,0.94053628
16
+ cifar10,sam,0.02,wide_resnet,0,350,0.9594,0.020975728,0.004916771,1.179271926,7.519348847,0.238882771,12.77922559,0.029698862,-0.110998744,0.104237164,0.175363195,1,svhn,0.943992194,0.94949545,0.963708021,0.980653242,0.981576558,0.951085758
17
+ cifar10,sam,0.02,wide_resnet,0,350,0.9594,0.020975728,0.004916771,1.179271926,7.519348847,0.238882771,12.77922559,0.029698862,-0.110998744,0.104237164,0.175363195,1,tiny_imagenet,0.893809025,0.89691223,0.898774385,0.89319431,0.9055179,0.91180969
18
+ cifar10,sam,0.02,wide_resnet,1,350,0.9632,0.018572465,0.016238235,1.208593517,7.417610815,0.28355594,11.19937278,0.033845553,-0.111000209,0.107635345,0.172638221,0.996511102,cifar100,0.90561469,0.908435365,0.908400925,0.900076865,0.910683925,0.920249235
19
+ cifar10,sam,0.02,wide_resnet,1,350,0.9632,0.018572465,0.016238235,1.208593517,7.417610815,0.28355594,11.19937278,0.033845553,-0.111000209,0.107635345,0.172638221,0.996511102,mnist,0.868442255,0.869195195,0.861720925,0.87506252,0.92024749,0.905440045
20
+ cifar10,sam,0.02,wide_resnet,1,350,0.9632,0.018572465,0.016238235,1.208593517,7.417610815,0.28355594,11.19937278,0.033845553,-0.111000209,0.107635345,0.172638221,0.996511102,svhn,0.953011653,0.957567325,0.963122979,0.987435038,0.974601684,0.954662371
21
+ cifar10,sam,0.02,wide_resnet,1,350,0.9632,0.018572465,0.016238235,1.208593517,7.417610815,0.28355594,11.19937278,0.033845553,-0.111000209,0.107635345,0.172638221,0.996511102,tiny_imagenet,0.896955875,0.90028512,0.902722975,0.90132678,0.906431165,0.915307015
22
+ cifar10,sam,0.02,wide_resnet,2,350,0.9627,0.01866838,0.016424745,1.195675725,7.333046177,0.269987677,11.41729696,0.034417954,-0.110987263,0.108990945,0.173560031,0.996311128,cifar100,0.905925825,0.908571895,0.90762701,0.903572935,0.910269925,0.919525495
23
+ cifar10,sam,0.02,wide_resnet,2,350,0.9627,0.01866838,0.016424745,1.195675725,7.333046177,0.269987677,11.41729696,0.034417954,-0.110987263,0.108990945,0.173560031,0.996311128,mnist,0.899463125,0.90224638,0.912112895,0.89032524,0.932088745,0.91203755
24
+ cifar10,sam,0.02,wide_resnet,2,350,0.9627,0.01866838,0.016424745,1.195675725,7.333046177,0.269987677,11.41729696,0.034417954,-0.110987263,0.108990945,0.173560031,0.996311128,svhn,0.960045154,0.964607739,0.971971887,0.984149712,0.984925386,0.963763891
25
+ cifar10,sam,0.02,wide_resnet,2,350,0.9627,0.01866838,0.016424745,1.195675725,7.333046177,0.269987677,11.41729696,0.034417954,-0.110987263,0.108990945,0.173560031,0.996311128,tiny_imagenet,0.892944095,0.89612757,0.89819781,0.89893658,0.90172994,0.912613025
26
+ cifar10,sam,0.05,wide_resnet,0,350,0.9667,0.015133447,0.008110962,1.091067019,6.816850444,0.203684516,12.10227332,0.029813,-0.111004726,0.129967137,0.144839847,1,cifar100,0.916402065,0.919274,0.92070605,0.914384725,0.910700085,0.924080085
27
+ cifar10,sam,0.05,wide_resnet,0,350,0.9667,0.015133447,0.008110962,1.091067019,6.816850444,0.203684516,12.10227332,0.029813,-0.111004726,0.129967137,0.144839847,1,mnist,0.928962105,0.931734965,0.94109543,0.91265655,0.93804112,0.93592689
28
+ cifar10,sam,0.05,wide_resnet,0,350,0.9667,0.015133447,0.008110962,1.091067019,6.816850444,0.203684516,12.10227332,0.029813,-0.111004726,0.129967137,0.144839847,1,svhn,0.966237327,0.971251383,0.977989707,0.985029218,0.971487949,0.97369056
29
+ cifar10,sam,0.05,wide_resnet,0,350,0.9667,0.015133447,0.008110962,1.091067019,6.816850444,0.203684516,12.10227332,0.029813,-0.111004726,0.129967137,0.144839847,1,tiny_imagenet,0.908263875,0.911702745,0.91565986,0.91537805,0.90911632,0.920555415
30
+ cifar10,sam,0.05,wide_resnet,1,350,0.9666,0.014449658,0.010248603,1.583516034,7.270291877,0.22226268,12.00418004,0.046423932,-0.110957825,0.138802337,0.205384146,0.996488929,cifar100,0.919875735,0.923006895,0.925373345,0.897112545,0.904356755,0.924702175
31
+ cifar10,sam,0.05,wide_resnet,1,350,0.9666,0.014449658,0.010248603,1.583516034,7.270291877,0.22226268,12.00418004,0.046423932,-0.110957825,0.138802337,0.205384146,0.996488929,mnist,0.909513315,0.912772505,0.924243235,0.89719046,0.93740345,0.924897145
32
+ cifar10,sam,0.05,wide_resnet,1,350,0.9666,0.014449658,0.010248603,1.583516034,7.270291877,0.22226268,12.00418004,0.046423932,-0.110957825,0.138802337,0.205384146,0.996488929,svhn,0.966243767,0.970933232,0.977744582,0.987394918,0.980057552,0.963584986
33
+ cifar10,sam,0.05,wide_resnet,1,350,0.9666,0.014449658,0.010248603,1.583516034,7.270291877,0.22226268,12.00418004,0.046423932,-0.110957825,0.138802337,0.205384146,0.996488929,tiny_imagenet,0.909083485,0.91273155,0.916996755,0.89603639,0.897861745,0.919738915
34
+ cifar10,sam,0.05,wide_resnet,2,350,0.9665,0.014284665,0.010791194,1.461582136,7.330386092,0.219642194,12.14361753,0.04176296,-0.110992095,0.146795155,0.200765156,0.99666667,cifar100,0.915410505,0.918378645,0.9187281,0.905277155,0.91043689,0.923840425
35
+ cifar10,sam,0.05,wide_resnet,2,350,0.9665,0.014284665,0.010791194,1.461582136,7.330386092,0.219642194,12.14361753,0.04176296,-0.110992095,0.146795155,0.200765156,0.99666667,mnist,0.93729012,0.94056378,0.94733316,0.95474648,0.97602241,0.95875581
36
+ cifar10,sam,0.05,wide_resnet,2,350,0.9665,0.014284665,0.010791194,1.461582136,7.330386092,0.219642194,12.14361753,0.04176296,-0.110992095,0.146795155,0.200765156,0.99666667,svhn,0.925444413,0.929268612,0.93425112,0.987391395,0.98642184,0.953978242
37
+ cifar10,sam,0.05,wide_resnet,2,350,0.9665,0.014284665,0.010791194,1.461582136,7.330386092,0.219642194,12.14361753,0.04176296,-0.110992095,0.146795155,0.200765156,0.99666667,tiny_imagenet,0.906600255,0.9101631,0.913804765,0.90008084,0.90017624,0.91734541
38
+ cifar10,sam,0.1,wide_resnet,0,350,0.9664,0.012832643,0.005391003,1.653035932,7.258482029,0.21055756,12.6033103,0.043980867,-0.110998623,0.201229611,0.244157688,1,cifar100,0.922859015,0.926663365,0.92913014,0.905906215,0.914625855,0.927419985
39
+ cifar10,sam,0.1,wide_resnet,0,350,0.9664,0.012832643,0.005391003,1.653035932,7.258482029,0.21055756,12.6033103,0.043980867,-0.110998623,0.201229611,0.244157688,1,mnist,0.921233865,0.92417496,0.929327805,0.92569172,0.96218309,0.94141069
40
+ cifar10,sam,0.1,wide_resnet,0,350,0.9664,0.012832643,0.005391003,1.653035932,7.258482029,0.21055756,12.6033103,0.043980867,-0.110998623,0.201229611,0.244157688,1,svhn,0.970236303,0.977498462,0.985257583,0.977018746,0.980475524,0.978975371
41
+ cifar10,sam,0.1,wide_resnet,0,350,0.9664,0.012832643,0.005391003,1.653035932,7.258482029,0.21055756,12.6033103,0.043980867,-0.110998623,0.201229611,0.244157688,1,tiny_imagenet,0.91531971,0.91974948,0.92588752,0.90109267,0.9059576,0.922948855
42
+ cifar10,sam,0.1,wide_resnet,1,350,0.9659,0.009865736,0.009865736,2.052041081,7.03191144,0.208674155,12.39573255,0.061469047,-0.110784671,0.19017033,0.246424514,0.996688902,cifar100,0.922214715,0.92648859,0.92936352,0.894550995,0.891012795,0.926171115
43
+ cifar10,sam,0.1,wide_resnet,1,350,0.9659,0.009865736,0.009865736,2.052041081,7.03191144,0.208674155,12.39573255,0.061469047,-0.110784671,0.19017033,0.246424514,0.996688902,mnist,0.901624985,0.9062314,0.920727865,0.89293475,0.90893786,0.924417225
44
+ cifar10,sam,0.1,wide_resnet,1,350,0.9659,0.009865736,0.009865736,2.052041081,7.03191144,0.208674155,12.39573255,0.061469047,-0.110784671,0.19017033,0.246424514,0.996688902,svhn,0.935534235,0.940713622,0.955122622,0.989063556,0.984321082,0.947817031
45
+ cifar10,sam,0.1,wide_resnet,1,350,0.9659,0.009865736,0.009865736,2.052041081,7.03191144,0.208674155,12.39573255,0.061469047,-0.110784671,0.19017033,0.246424514,0.996688902,tiny_imagenet,0.91224581,0.917086175,0.92273443,0.89162192,0.883587225,0.920124495
46
+ cifar10,sam,0.1,wide_resnet,2,350,0.9655,0.012421334,0.012421334,1.860983962,7.189665537,0.208324196,12.49732742,0.05338114,-0.110899295,0.206620838,0.244551559,0.99666667,cifar100,0.919200285,0.92302868,0.925896785,0.894857425,0.89870022,0.92379503
47
+ cifar10,sam,0.1,wide_resnet,2,350,0.9655,0.012421334,0.012421334,1.860983962,7.189665537,0.208324196,12.49732742,0.05338114,-0.110899295,0.206620838,0.244551559,0.99666667,mnist,0.93136133,0.93551679,0.94420921,0.93568169,0.948473385,0.955470225
48
+ cifar10,sam,0.1,wide_resnet,2,350,0.9655,0.012421334,0.012421334,1.860983962,7.189665537,0.208324196,12.49732742,0.05338114,-0.110899295,0.206620838,0.244551559,0.99666667,svhn,0.972202309,0.978724892,0.98549221,0.982749358,0.979849224,0.977434554
49
+ cifar10,sam,0.1,wide_resnet,2,350,0.9655,0.012421334,0.012421334,1.860983962,7.189665537,0.208324196,12.49732742,0.05338114,-0.110899295,0.206620838,0.244551559,0.99666667,tiny_imagenet,0.91287402,0.91760027,0.92443477,0.88899756,0.89211803,0.919702965
50
+ cifar10,sam,0.2,wide_resnet,0,350,0.967,0.010802384,0.004693438,2.018702907,7.019114821,0.229715658,12.45477353,0.053602478,-0.11077558,0.276285398,0.295445535,0.999288917,cifar100,0.92381023,0.927683785,0.929759615,0.900884065,0.90492623,0.92830476
51
+ cifar10,sam,0.2,wide_resnet,0,350,0.967,0.010802384,0.004693438,2.018702907,7.019114821,0.229715658,12.45477353,0.053602478,-0.11077558,0.276285398,0.295445535,0.999288917,mnist,0.92180909,0.92513255,0.937793575,0.87098149,0.932917355,0.93260572
52
+ cifar10,sam,0.2,wide_resnet,0,350,0.967,0.010802384,0.004693438,2.018702907,7.019114821,0.229715658,12.45477353,0.053602478,-0.11077558,0.276285398,0.295445535,0.999288917,svhn,0.933686663,0.939807335,0.957846589,0.987317805,0.983537099,0.952769117
53
+ cifar10,sam,0.2,wide_resnet,0,350,0.967,0.010802384,0.004693438,2.018702907,7.019114821,0.229715658,12.45477353,0.053602478,-0.11077558,0.276285398,0.295445535,0.999288917,tiny_imagenet,0.916971785,0.92167316,0.927609375,0.88715441,0.90099593,0.924146895
54
+ cifar10,sam,0.2,wide_resnet,1,350,0.9701,0.007578726,0.011515565,2.124804188,6.860942668,0.22663296,12.83964868,0.062511449,-0.110687303,0.278333338,0.29753213,0.996399999,cifar100,0.927166655,0.931151575,0.93300885,0.900710295,0.89267393,0.92792906
55
+ cifar10,sam,0.2,wide_resnet,1,350,0.9701,0.007578726,0.011515565,2.124804188,6.860942668,0.22663296,12.83964868,0.062511449,-0.110687303,0.278333338,0.29753213,0.996399999,mnist,0.93288008,0.93787403,0.952725585,0.90743631,0.93741511,0.94254882
56
+ cifar10,sam,0.2,wide_resnet,1,350,0.9701,0.007578726,0.011515565,2.124804188,6.860942668,0.22663296,12.83964868,0.062511449,-0.110687303,0.278333338,0.29753213,0.996399999,svhn,0.950551706,0.956904698,0.971626287,0.985766564,0.985995108,0.957228023
57
+ cifar10,sam,0.2,wide_resnet,1,350,0.9701,0.007578726,0.011515565,2.124804188,6.860942668,0.22663296,12.83964868,0.062511449,-0.110687303,0.278333338,0.29753213,0.996399999,tiny_imagenet,0.920300325,0.92507248,0.93189991,0.8943744,0.889614055,0.92389208
58
+ cifar10,sam,0.2,wide_resnet,2,350,0.9669,0.009264532,0.01275705,2.173322739,6.883925944,0.225336533,12.71753597,0.064392766,-0.110663861,0.276218628,0.299281039,0.996511102,cifar100,0.92404046,0.928063075,0.92948934,0.900186745,0.893964265,0.92815068
59
+ cifar10,sam,0.2,wide_resnet,2,350,0.9669,0.009264532,0.01275705,2.173322739,6.883925944,0.225336533,12.71753597,0.064392766,-0.110663861,0.276218628,0.299281039,0.996511102,mnist,0.92742322,0.9305501,0.940157485,0.91351411,0.943417935,0.93075604
60
+ cifar10,sam,0.2,wide_resnet,2,350,0.9669,0.009264532,0.01275705,2.173322739,6.883925944,0.225336533,12.71753597,0.064392766,-0.110663861,0.276218628,0.299281039,0.996511102,svhn,0.962246426,0.968102489,0.976456377,0.991877236,0.988610695,0.974287327
61
+ cifar10,sam,0.2,wide_resnet,2,350,0.9669,0.009264532,0.01275705,2.173322739,6.883925944,0.225336533,12.71753597,0.064392766,-0.110663861,0.276218628,0.299281039,0.996511102,tiny_imagenet,0.91679652,0.921476845,0.92717777,0.88922467,0.88625624,0.921409145
62
+ cifar10,sam,0.5,wide_resnet,0,350,0.9668,0.009776017,0.003469899,2.424023843,6.84941438,0.260604777,12.65394437,0.064362328,-0.110535952,0.345063992,0.335990873,0.992200017,cifar100,0.92726759,0.931546455,0.935031875,0.877415495,0.881956305,0.92598809
63
+ cifar10,sam,0.5,wide_resnet,0,350,0.9668,0.009776017,0.003469899,2.424023843,6.84941438,0.260604777,12.65394437,0.064362328,-0.110535952,0.345063992,0.335990873,0.992200017,mnist,0.90409018,0.90743927,0.924593135,0.89521228,0.909154325,0.92838715
64
+ cifar10,sam,0.5,wide_resnet,0,350,0.9668,0.009776017,0.003469899,2.424023843,6.84941438,0.260604777,12.65394437,0.064362328,-0.110535952,0.345063992,0.335990873,0.992200017,svhn,0.976858142,0.983398344,0.988548183,0.961628922,0.976988864,0.951806765
65
+ cifar10,sam,0.5,wide_resnet,0,350,0.9668,0.009776017,0.003469899,2.424023843,6.84941438,0.260604777,12.65394437,0.064362328,-0.110535952,0.345063992,0.335990873,0.992200017,tiny_imagenet,0.91873758,0.92383545,0.93251391,0.86838405,0.88562121,0.9197025
66
+ cifar10,sam,0.5,wide_resnet,1,350,0.9692,0.010647044,0.010647044,2.538586749,6.792665469,0.267672096,12.5832561,0.069498209,-0.110676013,0.349427574,0.337306387,0.990133345,cifar100,0.930139685,0.934338065,0.938022775,0.882122095,0.87034332,0.92481513
67
+ cifar10,sam,0.5,wide_resnet,1,350,0.9692,0.010647044,0.010647044,2.538586749,6.792665469,0.267672096,12.5832561,0.069498209,-0.110676013,0.349427574,0.337306387,0.990133345,mnist,0.945492805,0.95025832,0.96179189,0.87558325,0.908563855,0.948801575
68
+ cifar10,sam,0.5,wide_resnet,1,350,0.9692,0.010647044,0.010647044,2.538586749,6.792665469,0.267672096,12.5832561,0.069498209,-0.110676013,0.349427574,0.337306387,0.990133345,svhn,0.97437985,0.980717548,0.989029731,0.97377238,0.959170022,0.953864334
69
+ cifar10,sam,0.5,wide_resnet,1,350,0.9692,0.010647044,0.010647044,2.538586749,6.792665469,0.267672096,12.5832561,0.069498209,-0.110676013,0.349427574,0.337306387,0.990133345,tiny_imagenet,0.922502675,0.92739018,0.934382885,0.87679097,0.872520645,0.92080007
70
+ cifar10,sam,0.5,wide_resnet,2,350,0.9682,0.008706789,0.012178638,2.519706296,6.784985992,0.277929604,12.24405336,0.070066672,-0.110400179,0.349389687,0.337738929,0.989222229,cifar100,0.92863094,0.932878135,0.93607722,0.876521915,0.87352691,0.925077235
71
+ cifar10,sam,0.5,wide_resnet,2,350,0.9682,0.008706789,0.012178638,2.519706296,6.784985992,0.277929604,12.24405336,0.070066672,-0.110400179,0.349389687,0.337738929,0.989222229,mnist,0.93625684,0.942266585,0.957405385,0.86379098,0.865337975,0.94350042
72
+ cifar10,sam,0.5,wide_resnet,2,350,0.9682,0.008706789,0.012178638,2.519706296,6.784985992,0.277929604,12.24405336,0.070066672,-0.110400179,0.349389687,0.337738929,0.989222229,svhn,0.975146289,0.980920048,0.986717121,0.961388587,0.971190172,0.944556734
73
+ cifar10,sam,0.5,wide_resnet,2,350,0.9682,0.008706789,0.012178638,2.519706296,6.784985992,0.277929604,12.24405336,0.070066672,-0.110400179,0.349389687,0.337738929,0.989222229,tiny_imagenet,0.91757021,0.92256829,0.930059705,0.87471433,0.87788054,0.920576215
74
+ cifar10,sgd,0,wide_resnet,0,350,0.9593,0.025088642,0.008343935,0.8524622,6.895355463,0.248593934,12.53606058,0.021689371,-0.111077641,0.083287089,0.077988249,1,cifar100,0.8941108,0.89582646,0.892081725,0.909371845,0.904763115,0.91444126
75
+ cifar10,sgd,0,wide_resnet,0,350,0.9593,0.025088642,0.008343935,0.8524622,6.895355463,0.248593934,12.53606058,0.021689371,-0.111077641,0.083287089,0.077988249,1,mnist,0.8606068,0.86094829,0.85261508,0.90104532,0.92256476,0.904803235
76
+ cifar10,sgd,0,wide_resnet,0,350,0.9593,0.025088642,0.008343935,0.8524622,6.895355463,0.248593934,12.53606058,0.021689371,-0.111077641,0.083287089,0.077988249,1,svhn,0.956489816,0.960757992,0.967928054,0.980745137,0.973305034,0.963739133
77
+ cifar10,sgd,0,wide_resnet,0,350,0.9593,0.025088642,0.008343935,0.8524622,6.895355463,0.248593934,12.53606058,0.021689371,-0.111077641,0.083287089,0.077988249,1,tiny_imagenet,0.88582251,0.887979635,0.885701525,0.91103421,0.90332654,0.912175225
78
+ cifar10,sgd,0,wide_resnet,1,350,0.9621,0.020888295,0.018078372,1.060662645,7.44360185,0.327802016,10.554653,0.030207593,-0.110997688,0.088565935,0.15678891,0.996288896,cifar100,0.89844118,0.900805395,0.899894895,0.899097495,0.908711165,0.915622045
79
+ cifar10,sgd,0,wide_resnet,1,350,0.9621,0.020888295,0.018078372,1.060662645,7.44360185,0.327802016,10.554653,0.030207593,-0.110997688,0.088565935,0.15678891,0.996288896,mnist,0.90196307,0.903395895,0.89843155,0.87499777,0.931026675,0.927971835
80
+ cifar10,sgd,0,wide_resnet,1,350,0.9621,0.020888295,0.018078372,1.060662645,7.44360185,0.327802016,10.554653,0.030207593,-0.110997688,0.088565935,0.15678891,0.996288896,svhn,0.883202124,0.883969167,0.880204527,0.981596842,0.97329215,0.921983355
81
+ cifar10,sgd,0,wide_resnet,1,350,0.9621,0.020888295,0.018078372,1.060662645,7.44360185,0.327802016,10.554653,0.030207593,-0.110997688,0.088565935,0.15678891,0.996288896,tiny_imagenet,0.88880597,0.89157441,0.892579575,0.9016656,0.904167795,0.913421145
82
+ cifar10,sgd,0,wide_resnet,2,350,0.9576,0.026551366,0.023152478,1.025456523,7.470392518,0.318423857,10.96012219,0.028699487,-0.111022183,0.087394445,0.164605039,0.996266663,cifar100,0.896992885,0.899257595,0.898752975,0.898796135,0.90489473,0.91468945
83
+ cifar10,sgd,0,wide_resnet,2,350,0.9576,0.026551366,0.023152478,1.025456523,7.470392518,0.318423857,10.96012219,0.028699487,-0.111022183,0.087394445,0.164605039,0.996266663,mnist,0.93325725,0.936273045,0.941925545,0.93847033,0.967562385,0.95637286
84
+ cifar10,sgd,0,wide_resnet,2,350,0.9576,0.026551366,0.023152478,1.025456523,7.470392518,0.318423857,10.96012219,0.028699487,-0.111022183,0.087394445,0.164605039,0.996266663,svhn,0.94712557,0.950864046,0.957430142,0.979219914,0.977190354,0.957015704
85
+ cifar10,sgd,0,wide_resnet,2,350,0.9576,0.026551366,0.023152478,1.025456523,7.470392518,0.318423857,10.96012219,0.028699487,-0.111022183,0.087394445,0.164605039,0.996266663,tiny_imagenet,0.886111215,0.888774755,0.88950543,0.89978127,0.90069723,0.9105572
data_analysis/eval_analysis.ipynb CHANGED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.01wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.01wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.01wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.02wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.02wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.02wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.05wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.05wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.05wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.1wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.1wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.1wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.2wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.2wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.2wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.5wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.5wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sam_0.5wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sgd_0wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sgd_0wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar100_sgd_0wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.01wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.01wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.01wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.02wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.02wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.02wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.05wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.05wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.05wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.1wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.1wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.1wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.2wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.2wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.2wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.5wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.5wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sam_0.5wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sgd_0wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sgd_0wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LG/ddu_scores_cifar10_sgd_0wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LL/ddu_scores_cifar100_sam_0.01wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LL/ddu_scores_cifar100_sam_0.01wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LL/ddu_scores_cifar100_sam_0.01wide_resnet_sn_3.0_mod_2_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LL/ddu_scores_cifar100_sam_0.02wide_resnet_sn_3.0_mod_0_350.csv DELETED
The diff for this file is too large to render. See raw diff
 
logs/LL/ddu_scores_cifar100_sam_0.02wide_resnet_sn_3.0_mod_1_350.csv DELETED
The diff for this file is too large to render. See raw diff