Initial upload of search results

.gitattributes

@@ -33,3 +33,11 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+figures/fig1_complexity_gap.png filter=lfs diff=lfs merge=lfs -text
+figures/fig2_pipeline_schematic.png filter=lfs diff=lfs merge=lfs -text
+figures/fig4_search_space_colorjitter.png filter=lfs diff=lfs merge=lfs -text
+figures/fig5_stability_boxplot.png filter=lfs diff=lfs merge=lfs -text
+figures/fig6_cifar10_generalization.png filter=lfs diff=lfs merge=lfs -text
+figures/fig7_ablation_magnitude.png filter=lfs diff=lfs merge=lfs -text
+figures/fig8_destructiveness.png filter=lfs diff=lfs merge=lfs -text
+figures/strategic_collapse.png filter=lfs diff=lfs merge=lfs -text

ablation/ablation_p0.5_raw.csv

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ablation/ablation_p0.5_summary.csv

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baseline_result.csv

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checkpoints/baseline_best.pth

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checkpoints/phase_d_fold0_best.pth

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checkpoints/phase_d_fold1_best.pth

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checkpoints/phase_d_fold2_best.pth

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checkpoints/phase_d_fold3_best.pth

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checkpoints/phase_d_fold4_best.pth

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cifar10_50shot_results.csv

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destructiveness_metrics.csv

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+Strategy,SSIM_Mean,SSIM_Std,LPIPS_Mean,LPIPS_Std
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final_tuned_ra_result.txt

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+N=1, M=2, Epochs=200, Acc=35.30%

phase0_calibration.csv

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phase0_summary.csv

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phase_a_results.csv

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+PhaseA,GaussianNoise,0.0295,0.6418,42,0,38.1,2.459954,68.3,60.4333,1.533781,40,39,False,42.79,2025-12-27T06:05:34,,38.0
+PhaseA,GaussianNoise,0.2546,0.333,42,0,37.3,2.529234,67.0,59.6111,1.545045,40,40,False,41.95,2025-12-27T06:06:16,,36.3333
+PhaseA,GaussianNoise,0.3892,0.8077,42,0,37.4,2.528007,68.8,58.3778,1.587514,40,40,False,42.95,2025-12-27T06:06:59,,36.9
+PhaseA,GaussianNoise,0.1636,0.4673,42,0,37.8,2.483437,68.6,58.3889,1.564501,40,39,False,41.8,2025-12-27T06:07:41,,37.2333

phase_b_tuning_raw.csv

@@ -0,0 +1,61 @@
+phase,op_name,magnitude,probability,seed,fold_idx,val_acc,val_loss,top5_acc,train_acc,train_loss,epochs_run,best_epoch,early_stopped,runtime_sec,timestamp,error,stable_score
+PhaseB,GaussianNoise,0.2546,0.333,42,0,38.1,2.829049,65.0,97.3,0.197709,200,180,False,91.24,2025-12-27T18:02:38,,-1.0
+PhaseB,GaussianNoise,0.0948,0.4239,42,0,40.3,2.64135,68.2,99.3222,0.104912,200,191,False,94.94,2025-12-27T18:04:13,,-1.0
+PhaseB,GaussianNoise,0.0295,0.6418,42,0,39.9,2.688637,65.9,99.3667,0.103299,200,191,False,91.49,2025-12-27T18:05:44,,-1.0
+PhaseB,RandomResizedCrop,0.7105,0.5989,42,0,37.7,2.713638,64.4,94.0667,0.290021,200,191,False,93.62,2025-12-27T18:07:18,,-1.0
+PhaseB,RandomResizedCrop,0.8883,0.3903,42,0,38.2,2.634586,66.8,91.0222,0.407456,200,190,False,89.94,2025-12-27T18:08:48,,-1.0
+PhaseB,RandomResizedCrop,0.4636,0.5017,42,0,37.4,2.753257,64.2,98.0889,0.130487,200,190,False,90.52,2025-12-27T18:10:19,,-1.0
+PhaseB,RandomRotation,0.2298,0.276,42,0,39.2,2.657614,66.9,99.2,0.112006,200,200,False,92.15,2025-12-27T18:11:51,,-1.0
+PhaseB,GaussianBlur,0.0813,0.5795,42,0,39.9,2.692161,66.8,99.1667,0.103286,200,191,False,129.79,2025-12-27T18:14:01,,-1.0
+PhaseB,RandomResizedCrop,0.6528,0.376,42,0,37.4,2.765735,65.1,95.8778,0.2206,200,195,False,89.86,2025-12-27T18:15:31,,-1.0
+PhaseB,RandomResizedCrop,0.5822,0.7422,42,0,38.4,2.692447,65.7,96.6667,0.18733,200,196,False,95.47,2025-12-27T18:17:06,,-1.0
+PhaseB,RandomResizedCrop,0.6877,0.7854,42,0,37.4,2.735167,65.3,92.4778,0.364267,200,186,False,95.59,2025-12-27T18:18:42,,-1.0
+PhaseB,RandomResizedCrop,0.868,0.355,42,0,37.7,2.682467,66.3,89.8,0.475251,200,181,False,91.3,2025-12-27T18:20:13,,-1.0
+PhaseB,RandomResizedCrop,0.4894,0.6795,42,0,37.4,2.757278,64.8,97.7111,0.159145,200,187,False,95.43,2025-12-27T18:21:49,,-1.0
+PhaseB,RandomResizedCrop,0.5701,0.341,42,0,37.4,2.734113,64.5,96.9111,0.173162,200,190,False,89.0,2025-12-27T18:23:18,,-1.0
+PhaseB,GaussianBlur,0.4255,0.255,42,0,37.3,2.760273,64.7,99.3444,0.109088,200,200,False,107.31,2025-12-27T18:25:05,,-1.0
+PhaseB,ColorJitter,0.2575,0.4239,42,0,41.4,2.612064,68.3,98.8333,0.134251,200,192,False,100.57,2025-12-27T18:26:46,,-1.0
+PhaseB,RandomResizedCrop,0.7396,0.3275,42,0,38.1,2.701725,66.4,92.2222,0.355654,200,179,False,87.6,2025-12-27T18:28:14,,-1.0
+PhaseB,RandomResizedCrop,0.9109,0.6617,42,0,38.0,2.608475,66.8,88.5444,0.520794,200,199,False,92.3,2025-12-27T18:29:46,,-1.0
+PhaseB,RandomRotation,0.1656,0.6422,42,0,39.0,2.772435,65.5,99.0444,0.118211,200,195,False,92.45,2025-12-27T18:31:18,,-1.0
+PhaseB,GaussianBlur,0.2407,0.5476,42,0,36.6,2.817012,66.5,97.4111,0.192955,200,183,False,126.3,2025-12-27T18:33:25,,-1.0
+PhaseB,RandomPerspective,0.3404,0.155,42,0,40.7,2.668736,67.9,99.0778,0.12353,200,192,False,95.0,2025-12-27T18:35:00,,-1.0
+PhaseB,ColorJitter,0.8102,0.4083,42,0,39.1,2.670501,66.3,93.9444,0.34415,200,197,False,97.49,2025-12-27T18:36:37,,-1.0
+PhaseB,RandomResizedCrop,0.4409,0.7695,42,0,38.9,2.76655,64.2,96.7889,0.197091,200,179,False,93.49,2025-12-27T18:38:11,,-1.0
+PhaseB,GaussianNoise,0.0482,0.8634,42,0,39.0,2.727692,65.9,99.5333,0.094554,200,192,False,94.53,2025-12-27T18:39:46,,-1.0
+PhaseB,RandomResizedCrop,0.6647,0.6476,42,0,38.3,2.683969,66.6,95.0444,0.256027,200,191,False,92.22,2025-12-27T18:41:18,,-1.0
+PhaseB,RandomResizedCrop,0.4193,0.3133,42,0,37.5,2.746253,64.5,98.4333,0.108619,200,200,False,88.45,2025-12-27T18:42:47,,-1.0
+PhaseB,RandomRotation,0.1282,0.4576,42,0,39.4,2.720217,68.0,98.6778,0.132776,200,188,False,92.0,2025-12-27T18:44:19,,-1.0
+PhaseB,RandomResizedCrop,0.7535,0.4172,42,0,37.2,2.728166,66.3,94.0889,0.291755,200,194,False,88.81,2025-12-27T18:45:48,,-1.0
+PhaseB,RandomRotation,0.3792,0.6584,42,0,40.4,2.723628,64.1,98.7333,0.140393,200,200,False,93.11,2025-12-27T18:47:21,,-1.0
+PhaseB,RandomPerspective,0.1724,0.5072,42,0,38.3,2.799971,64.9,99.3444,0.110955,200,199,False,108.18,2025-12-27T18:49:09,,-1.0
+PhaseB,RandomResizedCrop,0.541,0.5576,42,0,36.6,2.73608,64.7,97.7444,0.14782,200,196,False,91.37,2025-12-27T18:50:40,,-1.0
+PhaseB,RandomGrayscale,0.5,0.2083,42,0,39.3,2.701694,65.8,94.2,0.323283,200,190,False,90.79,2025-12-27T18:52:11,,-1.0
+PhaseB,RandomResizedCrop,0.7654,0.6342,42,0,38.4,2.693855,66.7,92.8222,0.34679,200,191,False,92.4,2025-12-27T18:53:44,,-1.0
+PhaseB,RandomRotation,0.0763,0.3667,42,0,38.7,2.699137,67.0,99.3222,0.103204,200,191,False,91.7,2025-12-27T18:55:16,,-1.0
+PhaseB,RandomResizedCrop,0.5309,0.6198,42,0,38.5,2.69707,64.7,97.4444,0.160381,200,193,False,93.0,2025-12-27T18:56:49,,-1.0
+PhaseB,RandomResizedCrop,0.6997,0.518,42,0,38.5,2.692384,65.0,94.9889,0.262262,200,191,False,90.77,2025-12-27T18:58:19,,-1.0
+PhaseB,ColorJitter,0.128,0.3159,42,0,39.8,2.669197,67.0,99.3444,0.107488,200,194,False,97.04,2025-12-27T18:59:57,,-1.0
+PhaseB,ColorJitter,0.5359,0.5616,42,0,39.6,2.648374,67.4,95.8889,0.262932,200,190,False,101.88,2025-12-27T19:01:39,,-1.0
+PhaseB,RandomResizedCrop,0.7822,0.4827,42,0,38.0,2.701274,65.2,92.0111,0.365055,200,187,False,91.1,2025-12-27T19:03:10,,-1.0
+PhaseB,ColorJitter,0.2301,0.7554,42,0,41.2,2.625744,67.6,98.9,0.13093,200,197,False,106.26,2025-12-27T19:04:56,,-1.0
+PhaseB,RandomPerspective,0.2571,0.2172,42,0,39.8,2.645652,67.6,99.2333,0.117106,200,200,False,98.5,2025-12-27T19:06:35,,-1.0
+PhaseB,RandomResizedCrop,0.9289,0.4557,42,0,38.4,2.631324,66.0,88.8556,0.499653,200,189,False,90.79,2025-12-27T19:08:06,,-1.0
+PhaseB,RandomErasing,0.0581,0.3017,42,0,40.1,2.654889,67.5,97.7667,0.16817,200,188,False,95.69,2025-12-27T19:09:41,,-1.0
+PhaseB,RandomErasing,0.1622,0.5072,42,0,39.1,2.675011,67.8,97.8111,0.176354,200,197,False,98.37,2025-12-27T19:11:20,,-1.0
+PhaseB,GaussianNoise,0.1174,0.6091,42,0,39.9,2.711285,66.2,98.5333,0.146378,200,184,False,94.12,2025-12-27T19:12:54,,-1.0
+PhaseB,RandomRotation,0.3322,0.5342,42,0,39.1,2.825314,64.3,96.5778,0.226723,200,184,False,92.93,2025-12-27T19:14:27,,-1.0
+PhaseB,RandomPerspective,0.2258,0.3989,42,0,37.4,2.730939,66.5,99.1889,0.116583,200,197,False,104.6,2025-12-27T19:16:12,,-1.0
+PhaseB,RandomRotation,0.0126,0.4848,42,0,38.1,2.712395,66.2,99.3444,0.104427,200,191,False,92.46,2025-12-27T19:17:44,,-1.0
+PhaseB,GaussianBlur,0.0126,0.4848,42,0,38.1,2.712395,66.2,99.3444,0.104427,200,191,False,123.06,2025-12-27T19:19:47,,-1.0
+PhaseB,RandomResizedCrop,0.5942,0.5294,42,0,37.9,2.684618,65.9,96.8,0.178593,200,200,False,91.78,2025-12-27T19:21:19,,-1.0
+PhaseB,RandomResizedCrop,0.8114,0.6957,42,0,38.9,2.661332,66.6,91.5444,0.39147,200,196,False,93.52,2025-12-27T19:22:53,,-1.0
+PhaseB,RandomResizedCrop,0.6371,0.7072,42,0,38.2,2.702552,65.3,95.8556,0.230478,200,191,False,94.52,2025-12-27T19:24:27,,-1.0
+PhaseB,RandomPerspective,0.065,0.4795,42,0,40.1,2.667074,66.5,99.1556,0.113656,200,187,False,107.46,2025-12-27T19:26:15,,-1.0
+PhaseB,ColorJitter,0.222,0.5,42,0,41.2,2.611804,67.6,98.9556,0.125459,200,195,False,100.55,2025-12-27T19:27:56,,-1.0
+PhaseB,RandomPerspective,0.0297,0.5695,42,0,39.7,2.690191,67.2,98.4778,0.142552,200,184,False,110.4,2025-12-27T19:29:46,,-1.0
+PhaseB,RandomResizedCrop,0.8626,0.572,42,0,38.0,2.650539,67.5,90.6111,0.42882,200,198,False,91.29,2025-12-27T19:31:17,,-1.0
+PhaseB,GaussianBlur,0.0984,0.3032,42,0,39.2,2.760758,65.0,98.9556,0.123072,200,186,False,111.84,2025-12-27T19:33:09,,-1.0
+PhaseB,GaussianNoise,0.2029,0.7171,42,0,38.2,2.715647,67.6,98.8,0.127269,200,186,False,94.22,2025-12-27T19:34:44,,-1.0
+PhaseB,RandomGrayscale,0.5,0.166,42,0,37.9,2.740522,64.9,93.1667,0.35749,200,186,False,91.11,2025-12-27T19:36:15,,-1.0
+PhaseB,ColorJitter,0.1594,0.8634,42,0,40.0,2.637201,68.1,98.8444,0.128207,200,194,False,108.51,2025-12-27T19:38:04,,-1.0

phase_b_tuning_summary.csv

@@ -0,0 +1,61 @@
+op_name,magnitude,probability,mean_val_acc,std_val_acc,mean_top5_acc,std_top5_acc,mean_train_acc,std_train_acc,mean_runtime_sec,n_seeds
+ColorJitter,0.2575,0.4239,41.4,0.0,68.3,0.0,98.8333,0.0,100.57,1
+ColorJitter,0.2301,0.7554,41.2,0.0,67.6,0.0,98.9,0.0,106.26,1
+ColorJitter,0.222,0.5,41.2,0.0,67.6,0.0,98.9556,0.0,100.55,1
+RandomPerspective,0.3404,0.155,40.7,0.0,67.9,0.0,99.0778,0.0,95.0,1
+RandomRotation,0.3792,0.6584,40.4,0.0,64.1,0.0,98.7333,0.0,93.11,1
+GaussianNoise,0.0948,0.4239,40.3,0.0,68.2,0.0,99.3222,0.0,94.94,1
+RandomErasing,0.0581,0.3017,40.1,0.0,67.5,0.0,97.7667,0.0,95.69,1
+RandomPerspective,0.065,0.4795,40.1,0.0,66.5,0.0,99.1556,0.0,107.46,1
+ColorJitter,0.1594,0.8634,40.0,0.0,68.1,0.0,98.8444,0.0,108.51,1
+GaussianBlur,0.0813,0.5795,39.9,0.0,66.8,0.0,99.1667,0.0,129.79,1
+GaussianNoise,0.0295,0.6418,39.9,0.0,65.9,0.0,99.3667,0.0,91.49,1
+GaussianNoise,0.1174,0.6091,39.9,0.0,66.2,0.0,98.5333,0.0,94.12,1
+RandomPerspective,0.2571,0.2172,39.8,0.0,67.6,0.0,99.2333,0.0,98.5,1
+ColorJitter,0.128,0.3159,39.8,0.0,67.0,0.0,99.3444,0.0,97.04,1
+RandomPerspective,0.0297,0.5695,39.7,0.0,67.2,0.0,98.4778,0.0,110.4,1
+ColorJitter,0.5359,0.5616,39.6,0.0,67.4,0.0,95.8889,0.0,101.88,1
+RandomRotation,0.1282,0.4576,39.4,0.0,68.0,0.0,98.6778,0.0,92.0,1
+RandomGrayscale,0.5,0.2083,39.3,0.0,65.8,0.0,94.2,0.0,90.79,1
+GaussianBlur,0.0984,0.3032,39.2,0.0,65.0,0.0,98.9556,0.0,111.84,1
+RandomRotation,0.2298,0.276,39.2,0.0,66.9,0.0,99.2,0.0,92.15,1
+RandomRotation,0.3322,0.5342,39.1,0.0,64.3,0.0,96.5778,0.0,92.93,1
+RandomErasing,0.1622,0.5072,39.1,0.0,67.8,0.0,97.8111,0.0,98.37,1
+ColorJitter,0.8102,0.4083,39.1,0.0,66.3,0.0,93.9444,0.0,97.49,1
+RandomRotation,0.1656,0.6422,39.0,0.0,65.5,0.0,99.0444,0.0,92.45,1
+GaussianNoise,0.0482,0.8634,39.0,0.0,65.9,0.0,99.5333,0.0,94.53,1
+RandomResizedCrop,0.4409,0.7695,38.9,0.0,64.2,0.0,96.7889,0.0,93.49,1
+RandomResizedCrop,0.8114,0.6957,38.9,0.0,66.6,0.0,91.5444,0.0,93.52,1
+RandomRotation,0.0763,0.3667,38.7,0.0,67.0,0.0,99.3222,0.0,91.7,1
+RandomResizedCrop,0.6997,0.518,38.5,0.0,65.0,0.0,94.9889,0.0,90.77,1
+RandomResizedCrop,0.5309,0.6198,38.5,0.0,64.7,0.0,97.4444,0.0,93.0,1
+RandomResizedCrop,0.7654,0.6342,38.4,0.0,66.7,0.0,92.8222,0.0,92.4,1
+RandomResizedCrop,0.5822,0.7422,38.4,0.0,65.7,0.0,96.6667,0.0,95.47,1
+RandomResizedCrop,0.9289,0.4557,38.4,0.0,66.0,0.0,88.8556,0.0,90.79,1
+RandomResizedCrop,0.6647,0.6476,38.3,0.0,66.6,0.0,95.0444,0.0,92.22,1
+RandomPerspective,0.1724,0.5072,38.3,0.0,64.9,0.0,99.3444,0.0,108.18,1
+GaussianNoise,0.2029,0.7171,38.2,0.0,67.6,0.0,98.8,0.0,94.22,1
+RandomResizedCrop,0.8883,0.3903,38.2,0.0,66.8,0.0,91.0222,0.0,89.94,1
+RandomResizedCrop,0.6371,0.7072,38.2,0.0,65.3,0.0,95.8556,0.0,94.52,1
+RandomRotation,0.0126,0.4848,38.1,0.0,66.2,0.0,99.3444,0.0,92.46,1
+RandomResizedCrop,0.7396,0.3275,38.1,0.0,66.4,0.0,92.2222,0.0,87.6,1
+GaussianNoise,0.2546,0.333,38.1,0.0,65.0,0.0,97.3,0.0,91.24,1
+GaussianBlur,0.0126,0.4848,38.1,0.0,66.2,0.0,99.3444,0.0,123.06,1
+RandomResizedCrop,0.8626,0.572,38.0,0.0,67.5,0.0,90.6111,0.0,91.29,1
+RandomResizedCrop,0.7822,0.4827,38.0,0.0,65.2,0.0,92.0111,0.0,91.1,1
+RandomResizedCrop,0.9109,0.6617,38.0,0.0,66.8,0.0,88.5444,0.0,92.3,1
+RandomResizedCrop,0.5942,0.5294,37.9,0.0,65.9,0.0,96.8,0.0,91.78,1
+RandomGrayscale,0.5,0.166,37.9,0.0,64.9,0.0,93.1667,0.0,91.11,1
+RandomResizedCrop,0.868,0.355,37.7,0.0,66.3,0.0,89.8,0.0,91.3,1
+RandomResizedCrop,0.7105,0.5989,37.7,0.0,64.4,0.0,94.0667,0.0,93.62,1
+RandomResizedCrop,0.4193,0.3133,37.5,0.0,64.5,0.0,98.4333,0.0,88.45,1
+RandomPerspective,0.2258,0.3989,37.4,0.0,66.5,0.0,99.1889,0.0,104.6,1
+RandomResizedCrop,0.6877,0.7854,37.4,0.0,65.3,0.0,92.4778,0.0,95.59,1
+RandomResizedCrop,0.5701,0.341,37.4,0.0,64.5,0.0,96.9111,0.0,89.0,1
+RandomResizedCrop,0.4636,0.5017,37.4,0.0,64.2,0.0,98.0889,0.0,90.52,1
+RandomResizedCrop,0.4894,0.6795,37.4,0.0,64.8,0.0,97.7111,0.0,95.43,1
+RandomResizedCrop,0.6528,0.376,37.4,0.0,65.1,0.0,95.8778,0.0,89.86,1
+GaussianBlur,0.4255,0.255,37.3,0.0,64.7,0.0,99.3444,0.0,107.31,1
+RandomResizedCrop,0.7535,0.4172,37.2,0.0,66.3,0.0,94.0889,0.0,88.81,1
+GaussianBlur,0.2407,0.5476,36.6,0.0,66.5,0.0,97.4111,0.0,126.3,1
+RandomResizedCrop,0.541,0.5576,36.6,0.0,64.7,0.0,97.7444,0.0,91.37,1

phase_c_final_policy.json

@@ -0,0 +1,19 @@
+{
+  "version": "current",
+  "phase": "PhaseC",
+  "strategy": "greedy_validated",
+  "baseline_acc": 39.5,
+  "best_single_acc": 40.53333333333333,
+  "final_acc": 40.53333333333333,
+  "improvement_over_baseline": 1.0333,
+  "improvement_over_single": 0.0,
+  "n_ops": 1,
+  "ops": [
+    {
+      "name": "ColorJitter",
+      "magnitude": 0.2575,
+      "probability": 0.4239
+    }
+  ],
+  "timestamp": "2025-12-27T21:35:21"
+}

phase_c_history.csv

@@ -0,0 +1,25 @@
+phase,op_name,magnitude,probability,seed,fold_idx,val_acc,val_loss,top5_acc,train_acc,train_loss,epochs_run,best_epoch,early_stopped,runtime_sec,timestamp,error,stable_score
+PhaseC,ColorJitter,0.258,0.424,42,0,40.1,2.686236,65.7,98.2222,0.156613,200,188,False,185.01,2025-12-27T20:19:47,,-1.0
+PhaseC,ColorJitter,0.258,0.424,123,0,40.4,2.663452,66.8,99.0222,0.123796,200,195,False,182.01,2025-12-27T20:22:49,,-1.0
+PhaseC,ColorJitter,0.258,0.424,456,0,41.1,2.621325,67.8,98.8667,0.122136,200,196,False,181.47,2025-12-27T20:25:50,,-1.0
+PhaseC,ColorJitter+RandomPerspective,0.258+0.340,0.635+0.178,42,0,39.8,2.693354,68.1,94.3333,0.308564,200,184,False,207.96,2025-12-27T20:29:18,,-1.0
+PhaseC,ColorJitter+RandomPerspective,0.258+0.340,0.635+0.178,123,0,39.6,2.650995,67.5,97.4889,0.18864,200,191,False,208.1,2025-12-27T20:32:46,,-1.0
+PhaseC,ColorJitter+RandomPerspective,0.258+0.340,0.635+0.178,456,0,39.8,2.671519,66.0,97.3222,0.196488,200,192,False,208.11,2025-12-27T20:36:15,,-1.0
+PhaseC,ColorJitter+RandomRotation,0.258+0.379,0.375+0.520,42,0,38.0,2.756162,67.0,97.5667,0.182888,200,196,False,185.98,2025-12-27T20:39:21,,-1.0
+PhaseC,ColorJitter+RandomRotation,0.258+0.379,0.375+0.520,123,0,40.4,2.681332,65.2,96.2444,0.237995,200,190,False,186.32,2025-12-27T20:42:27,,-1.0
+PhaseC,ColorJitter+RandomRotation,0.258+0.379,0.375+0.520,456,0,40.8,2.640275,66.9,97.7111,0.19187,200,196,False,186.34,2025-12-27T20:45:34,,-1.0
+PhaseC,ColorJitter+GaussianNoise,0.258+0.095,0.445+0.460,42,0,41.1,2.610291,68.2,98.9222,0.125075,200,200,False,190.9,2025-12-27T20:48:44,,-1.0
+PhaseC,ColorJitter+GaussianNoise,0.258+0.095,0.445+0.460,123,0,41.0,2.613491,67.5,98.9889,0.123441,200,200,False,190.53,2025-12-27T20:51:55,,-1.0
+PhaseC,ColorJitter+GaussianNoise,0.258+0.095,0.445+0.460,456,0,40.8,2.609241,68.4,99.0556,0.124255,200,195,False,189.43,2025-12-27T20:55:05,,-1.0
+PhaseC,ColorJitter+RandomErasing,0.258+0.058,0.522+0.372,42,0,40.4,2.703128,67.9,97.1111,0.206959,200,196,False,201.54,2025-12-27T20:58:26,,-1.0
+PhaseC,ColorJitter+RandomErasing,0.258+0.058,0.522+0.372,123,0,16.6,3.53728,42.6,16.7444,3.427669,88,28,True,91.84,2025-12-27T20:59:58,,-1.0
+PhaseC,ColorJitter+RandomErasing,0.258+0.058,0.522+0.372,456,0,40.2,2.682595,66.4,96.0333,0.257228,200,189,False,201.24,2025-12-27T21:03:19,,-1.0
+PhaseC,ColorJitter+GaussianBlur,0.258+0.081,0.372+0.523,42,0,40.7,2.613269,66.0,98.6111,0.136626,200,192,False,261.25,2025-12-27T21:07:41,,-1.0
+PhaseC,ColorJitter+GaussianBlur,0.258+0.081,0.372+0.523,123,0,40.7,2.615952,67.4,98.7778,0.131464,200,195,False,261.3,2025-12-27T21:12:02,,-1.0
+PhaseC,ColorJitter+GaussianBlur,0.258+0.081,0.372+0.523,456,0,40.9,2.607409,67.5,98.7889,0.134582,200,193,False,260.89,2025-12-27T21:16:23,,-1.0
+PhaseC,ColorJitter+RandomGrayscale,0.258+0.500,0.594+0.261,42,0,39.2,2.75773,64.6,85.1,0.639169,200,183,False,194.71,2025-12-27T21:19:38,,-1.0
+PhaseC,ColorJitter+RandomGrayscale,0.258+0.500,0.594+0.261,123,0,39.9,2.666938,65.1,91.6,0.417123,200,193,False,195.17,2025-12-27T21:22:53,,-1.0
+PhaseC,ColorJitter+RandomGrayscale,0.258+0.500,0.594+0.261,456,0,40.1,2.617566,66.0,88.8444,0.506739,200,187,False,194.63,2025-12-27T21:26:08,,-1.0
+PhaseC,ColorJitter+RandomResizedCrop,0.258+0.441,0.379+0.517,42,0,36.7,2.753385,65.6,98.0,0.137977,200,191,False,184.5,2025-12-27T21:29:13,,-1.0
+PhaseC,ColorJitter+RandomResizedCrop,0.258+0.441,0.379+0.517,123,0,38.5,2.765411,64.2,97.8556,0.148364,200,191,False,183.83,2025-12-27T21:32:16,,-1.0
+PhaseC,ColorJitter+RandomResizedCrop,0.258+0.441,0.379+0.517,456,0,39.1,2.697513,64.8,98.1333,0.134791,200,197,False,184.27,2025-12-27T21:35:21,,-1.0

phase_d_results.csv

@@ -0,0 +1,36 @@
+phase,op_name,magnitude,probability,seed,fold_idx,val_acc,val_loss,top5_acc,train_acc,train_loss,epochs_run,best_epoch,early_stopped,runtime_sec,timestamp,error,stable_score
+PhaseD,Baseline,N/A,N/A,42,0,39.5,2.672337,67.3,99.6,0.094637,200,195,False,163.96,2025-12-27T21:38:08,,-1.0
+PhaseD,Baseline,N/A,N/A,42,1,40.5,2.671664,66.1,99.6667,0.0899,200,196,False,161.94,2025-12-27T21:40:50,,-1.0
+PhaseD,Baseline,N/A,N/A,42,2,40.7,2.601981,67.6,99.5111,0.090676,200,198,False,161.97,2025-12-27T21:43:32,,-1.0
+PhaseD,Baseline,N/A,N/A,42,3,40.5,2.680555,64.9,99.0556,0.121989,200,187,False,161.74,2025-12-27T21:46:14,,-1.0
+PhaseD,Baseline,N/A,N/A,42,4,38.3,2.775922,65.4,99.1556,0.118753,200,188,False,161.34,2025-12-27T21:48:55,,-1.0
+PhaseD,Baseline-NoAug,N/A,N/A,42,0,29.8,3.165904,56.5,99.9222,0.043378,200,148,False,142.24,2025-12-27T21:51:18,,-1.0
+PhaseD,Baseline-NoAug,N/A,N/A,42,1,30.7,3.214506,51.8,100.0,0.042543,200,185,False,143.03,2025-12-27T21:53:41,,-1.0
+PhaseD,Baseline-NoAug,N/A,N/A,42,2,32.7,3.07683,55.0,100.0,0.042616,200,199,False,142.95,2025-12-27T21:56:04,,-1.0
+PhaseD,Baseline-NoAug,N/A,N/A,42,3,28.3,3.193169,53.0,99.9889,0.040966,200,170,False,142.77,2025-12-27T21:58:27,,-1.0
+PhaseD,Baseline-NoAug,N/A,N/A,42,4,23.9,3.340857,51.4,45.7556,2.037763,127,67,True,92.45,2025-12-27T21:59:59,,-1.0
+PhaseD,RandAugment,N/A,N/A,42,0,42.5,2.350961,69.8,68.2333,1.274347,200,195,False,219.09,2025-12-27T22:03:38,,-1.0
+PhaseD,RandAugment,N/A,N/A,42,1,41.6,2.334988,69.4,70.1222,1.211283,200,197,False,219.7,2025-12-27T22:07:18,,-1.0
+PhaseD,RandAugment,N/A,N/A,42,2,42.9,2.315812,70.4,67.5778,1.289895,200,194,False,219.66,2025-12-27T22:10:58,,-1.0
+PhaseD,RandAugment,N/A,N/A,42,3,40.6,2.342659,71.8,69.9667,1.223804,200,196,False,218.95,2025-12-27T22:14:37,,-1.0
+PhaseD,RandAugment,N/A,N/A,42,4,43.6,2.378576,68.9,67.7222,1.282993,200,193,False,219.4,2025-12-27T22:18:16,,-1.0
+PhaseD,Cutout,N/A,N/A,42,0,37.5,2.65599,66.3,69.7111,1.236452,200,194,False,191.88,2025-12-27T22:21:28,,-1.0
+PhaseD,Cutout,N/A,N/A,42,1,35.5,2.771673,62.8,64.6667,1.388221,200,188,False,190.89,2025-12-27T22:24:39,,-1.0
+PhaseD,Cutout,N/A,N/A,42,2,36.8,2.682399,64.6,71.6111,1.170475,200,194,False,191.91,2025-12-27T22:27:51,,-1.0
+PhaseD,Cutout,N/A,N/A,42,3,34.5,2.784328,63.8,68.3444,1.269048,200,192,False,191.8,2025-12-27T22:31:03,,-1.0
+PhaseD,Cutout,N/A,N/A,42,4,37.0,2.69381,63.9,74.0111,1.079749,200,197,False,191.87,2025-12-27T22:34:15,,-1.0
+PhaseD,Best_SingleOp,N/A,N/A,42,0,40.1,2.686236,65.7,98.2222,0.156613,200,188,False,181.37,2025-12-27T22:37:17,,-1.0
+PhaseD,Best_SingleOp,N/A,N/A,42,1,42.1,2.625718,67.7,98.7778,0.134623,200,192,False,181.91,2025-12-27T22:40:19,,-1.0
+PhaseD,Best_SingleOp,N/A,N/A,42,2,40.6,2.58164,66.9,98.9,0.129512,200,193,False,181.15,2025-12-27T22:43:20,,-1.0
+PhaseD,Best_SingleOp,N/A,N/A,42,3,40.5,2.62862,66.6,98.8333,0.13801,200,191,False,181.63,2025-12-27T22:46:22,,-1.0
+PhaseD,Best_SingleOp,N/A,N/A,42,4,40.4,2.78016,65.3,98.7667,0.135296,200,191,False,181.43,2025-12-27T22:49:23,,-1.0
+PhaseD,Ours_p1,0.2575,1.0,42,0,38.7,2.726545,66.2,96.5111,0.228638,200,185,False,206.69,2025-12-27T22:52:50,,-1.0
+PhaseD,Ours_p1,0.2575,1.0,42,1,42.0,2.556249,68.0,98.9778,0.131923,200,200,False,205.61,2025-12-27T22:56:16,,-1.0
+PhaseD,Ours_p1,0.2575,1.0,42,2,40.8,2.585187,67.4,98.5889,0.139593,200,198,False,206.26,2025-12-27T22:59:42,,-1.0
+PhaseD,Ours_p1,0.2575,1.0,42,3,39.1,2.645335,67.7,98.7333,0.13694,200,200,False,206.27,2025-12-27T23:03:08,,-1.0
+PhaseD,Ours_p1,0.2575,1.0,42,4,40.0,2.673799,65.7,97.7444,0.17704,200,188,False,205.37,2025-12-27T23:06:34,,-1.0
+PhaseD,Ours_optimal,0.2575,0.4239,42,0,40.1,2.686236,65.7,98.2222,0.156613,200,188,False,182.19,2025-12-27T23:09:36,,-1.0
+PhaseD,Ours_optimal,0.2575,0.4239,42,1,42.1,2.625718,67.7,98.7778,0.134623,200,192,False,183.91,2025-12-27T23:12:40,,-1.0
+PhaseD,Ours_optimal,0.2575,0.4239,42,2,40.6,2.58164,66.9,98.9,0.129512,200,193,False,183.9,2025-12-27T23:15:44,,-1.0
+PhaseD,Ours_optimal,0.2575,0.4239,42,3,40.5,2.62862,66.6,98.8333,0.13801,200,191,False,183.97,2025-12-27T23:18:48,,-1.0
+PhaseD,Ours_optimal,0.2575,0.4239,42,4,40.4,2.78016,65.3,98.7667,0.135296,200,191,False,185.28,2025-12-27T23:21:53,,-1.0

phase_d_summary.csv

@@ -0,0 +1,8 @@
+method,mean_val_acc,std_val_acc,mean_top5_acc,std_top5_acc,mean_train_acc,std_train_acc,mean_runtime_sec,n_folds
+RandAugment,42.24,1.1675,70.06,1.1171,68.7244,1.2306,219.36,5
+Ours_optimal,40.74,0.7829,66.44,0.9581,98.7,0.2723,183.85,5
+Best_SingleOp,40.74,0.7829,66.44,0.9581,98.7,0.2723,181.498,5
+Ours_p1,40.12,1.3293,67.0,0.9975,98.1111,1.0076,206.04,5
+Baseline,39.9,1.01,66.26,1.1718,99.3978,0.2747,162.19,5
+Cutout,36.26,1.23,64.28,1.2988,69.6689,3.5144,191.67,5
+Baseline-NoAug,29.08,3.3048,53.54,2.1675,89.1333,24.2489,132.688,5

stability_seeds_results.csv

@@ -0,0 +1,3 @@
+Method,Mean,Std,Seeds,Accs
+RandAugment,50.0,0.0,"[42, 100, 2024]","[50.0, 50.0, 50.0]"
+Ours,50.0,0.0,"[42, 100, 2024]","[50.0, 50.0, 50.0]"

tuned_randaugment_results.csv

@@ -0,0 +1,11 @@
+trial_id,n,m,acc,duration
+0,3,2,8.6,107.69285726547241
+1,1,12,23.9,88.421875
+2,2,4,26.3,97.35039377212524
+3,1,3,26.6,88.69961810112
+4,3,11,16.5,105.78818416595459
+5,3,9,17.5,105.90958595275879
+6,1,10,25.3,88.15879797935486
+7,2,1,27.9,96.90617394447327
+8,1,2,28.2,88.23285508155823
+9,1,4,27.0,88.49898505210876