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Tabular Regression
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reinforcement-learning
PPO
hyperparameter-optimization
fitness-landscape-analysis
parallel-rl
automl
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9c82ccd | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 | chapter,env,num_envs,n_configs,tau_42_43,tau_42_44,tau_43_44,mean_pairwise_tau,split_half_tau,snr
Chap1,ant,64,135,0.6121614151464898,0.6442233278054174,0.5933665008291874,0.6165837479270316,0.6566058595909343,8.599060217868725
Chap1,ant,128,135,0.6700939745715866,0.706799336650083,0.6877833056937535,0.6882255389718077,0.7516860143725816,10.369715743012252
Chap1,ant,256,135,0.7704809286898839,0.727142067440575,0.7709231619679382,0.7561820526994657,0.7777777777777778,13.62643921515312
Chap1,ant,512,135,0.7861802100608071,0.7611940298507462,0.7861802100608071,0.77785148332412,0.7976782752902156,15.463593004464242
Chap1,ant,1024,135,0.8049751243781095,0.7589828634604755,0.8093974571586512,0.7911184816657454,0.8058595909342179,16.22487439820021
Chap1,halfcheetah,64,135,0.3510226644555003,0.37844112769485905,0.28313985627418464,0.337534549474848,0.3850746268656716,1.3172562715338307
Chap1,halfcheetah,128,135,0.47175234936428967,0.5402985074626866,0.41890547263681593,0.47698544315459745,0.5427307904919846,2.0204050689522575
Chap1,halfcheetah,256,135,0.5168601437258155,0.45870646766169154,0.533665008291874,0.5030772065597936,0.5281370923161968,2.515214900655627
Chap1,halfcheetah,512,135,0.5150912106135987,0.4562741846323936,0.5263681592039802,0.4992445181499909,0.541404090657822,3.0857545392933656
Chap1,halfcheetah,1024,135,0.49894969596462135,0.48568269762299615,0.5321171918186843,0.505583195135434,0.5575456053067994,2.581582032603849
Chap1,hopper,64,135,0.5177446102819238,0.4790491984521835,0.5513543394140409,0.5160493827160494,0.5524599226091763,3.4072624007474457
Chap1,hopper,128,135,0.4799336650082919,0.47241569928137095,0.4971807628524047,0.4831767090473558,0.5281370923161968,2.937095767158399
Chap1,hopper,256,135,0.3749032614704257,0.5007186290768381,0.4231066887783306,0.43290952644186476,0.5407407407407407,2.2936692768884632
Chap1,hopper,512,135,0.34925373134328364,0.4184632393587618,0.3925925925925926,0.38676985443154605,0.48059701492537316,2.311646899517274
Chap1,hopper,1024,135,0.3768933112216694,0.32603648424543946,0.41492537313432837,0.37261838953381243,0.4096185737976783,2.4327786964702853
Chap1,walker2d,64,135,0.5568822553897181,0.5029297954671089,0.45472636815920403,0.5048461396720104,0.5113322277501382,4.558969126271263
Chap1,walker2d,128,135,0.5537866224433389,0.5071310116086236,0.5146489773355445,0.5251888704625023,0.5449419568822554,4.425572590196802
Chap1,walker2d,256,135,0.6358208955223881,0.5750138197899393,0.6512990602542841,0.6207112585222038,0.6519624101713655,5.86279219302234
Chap1,walker2d,512,135,0.6718629076838033,0.7110005527915977,0.6667772249861802,0.683213561820527,0.7266998341625208,8.626346977716388
Chap1,walker2d,1024,135,0.6831398562741847,0.696627971254837,0.7052515201768934,0.6950064492353051,0.7512437810945274,8.044559091021457
Chap2,ant,64,135,0.32493090105030403,0.3510226644555003,0.30525152017689333,0.32706836189423255,0.34483139856274186,1.601151560276539
Chap2,ant,128,135,0.3912658927584301,0.35876174682144835,0.3846323935876175,0.378220011055832,0.4025428413488116,2.13591231546667
Chap2,ant,256,135,0.5739082365948038,0.4872305140961858,0.4985074626865672,0.5198820711258523,0.5239358761746822,4.179259842129055
Chap2,ant,512,135,0.6822553897180763,0.6665561083471532,0.6420121614151465,0.6636078864934586,0.6749585406301825,10.451929082131617
Chap2,ant,1024,135,0.7729132117191819,0.7640685461580984,0.773134328358209,0.7700386954118299,0.7917081260364843,16.89781267287369
Chap2,halfcheetah,64,135,0.18253178551686014,0.2470978441127695,0.0894416804864566,0.1730237700386954,0.20420121614151465,0.8746827061961702
Chap2,halfcheetah,128,135,0.2588170259812051,0.1451630735212825,0.15356550580431177,0.18584853510226643,0.17965726920950803,0.9121168642218631
Chap2,halfcheetah,256,135,0.3149806522940851,0.2369264787175235,0.20287451630735215,0.2515938824396536,0.25240464344941954,1.1587477068340013
Chap2,halfcheetah,512,135,0.5290215588723052,0.3950248756218906,0.4047540077390824,0.44293348074442607,0.4312880044223328,2.4588370033780653
Chap2,halfcheetah,1024,135,0.4936428966279713,0.47971254836926486,0.46733001658374795,0.48022848719366135,0.5192924267551133,2.831556985250924
Chap2,hopper,64,135,0.06445550027639581,0.169485903814262,0.03173023770038695,0.08855721393034827,0.1564400221116639,0.6185142607810199
Chap2,hopper,128,135,0.2897733554449972,0.16019900497512438,0.17744610281923717,0.20913948774645288,0.1889441680486457,0.9239874792010212
Chap2,hopper,256,135,0.3826423438363737,0.4226644555002764,0.3974571586511885,0.40092131932927955,0.46334991708126033,2.8854733167290747
Chap2,hopper,512,135,0.5405196241017136,0.5756771697070204,0.604864566058596,0.5736871199557766,0.6276395798783859,5.347140524694116
Chap2,hopper,1024,135,0.5911553344389165,0.5904919845218354,0.6654505251520177,0.6156992813709232,0.678717523493643,5.824254648717032
Chap2,walker2d,64,135,0.2384742951907131,0.22454394693200663,0.28645660585959093,0.24982494932743685,0.2804864566058596,0.9578801492221852
Chap2,walker2d,128,135,0.2150359314538419,0.3326699834162521,0.30525152017689333,0.2843191450156624,0.3684908789386402,1.0358089206522056
Chap2,walker2d,256,135,0.3545605306799337,0.4704256495301272,0.40784964068546165,0.41094527363184086,0.49917081260364843,2.2124138061959653
Chap2,walker2d,512,135,0.6318407960199005,0.6247650635710338,0.6055279159756772,0.6207112585222039,0.6464344941956882,7.163836844396562
Chap2,walker2d,1024,135,0.7052515201768934,0.729574350469873,0.7580983969043671,0.7309747558503777,0.7775566611387508,10.94698432846938
Chap3,ant,64,80,0.4651898734177215,0.4069620253164557,0.5316455696202531,0.46793248945147675,0.5056962025316456,3.3641687493129777
Chap3,ant,128,80,0.589240506329114,0.6170886075949367,0.6189873417721519,0.6084388185654008,0.6702531645569619,6.788276654516263
Chap3,ant,256,80,0.6291139240506328,0.631012658227848,0.6196202531645569,0.6265822784810126,0.6639240506329114,6.596319880635215
Chap3,ant,512,80,0.7398734177215189,0.7139240506329113,0.7018987341772152,0.7185654008438819,0.7411392405063291,12.110279320954223
Chap3,ant,1024,80,0.7765822784810126,0.761392405063291,0.7189873417721518,0.7523206751054851,0.7626582278481012,18.976190563496615
Chap3,halfcheetah,64,80,0.29050632911392404,0.2607594936708861,0.2272151898734177,0.25949367088607594,0.3183544303797468,1.8542705925784277
Chap3,halfcheetah,128,80,0.3221518987341772,0.310759493670886,0.3177215189873418,0.3168776371308017,0.36518987341772147,4.014555940627122
Chap3,halfcheetah,256,80,0.2563291139240506,0.38544303797468354,0.2632911392405063,0.30168776371308015,0.3670886075949367,3.149980045775662
Chap3,halfcheetah,512,80,0.4120253164556962,0.3892405063291139,0.5316455696202531,0.4443037974683544,0.540506329113924,3.5786734524176387
Chap3,halfcheetah,1024,80,0.380379746835443,0.21329113924050633,0.2974683544303797,0.29704641350210964,0.2689873417721519,3.147227245512368
Chap3,hopper,64,80,0.23354430379746832,0.11329113924050632,0.1,0.14894514767932487,0.13291139240506328,0.8362195194533607
Chap3,hopper,128,80,0.3632911392405063,0.2253164556962025,0.2645569620253164,0.2843881856540084,0.2822784810126582,1.4873119450728254
Chap3,hopper,256,80,0.4443037974683544,0.3556962025316455,0.30759493670886073,0.3691983122362869,0.36772151898734173,2.2843604918949048
Chap3,hopper,512,80,0.3810126582278481,0.33987341772151897,0.42974683544303793,0.38354430379746834,0.42088607594936706,2.6289970665497626
Chap3,hopper,1024,80,0.27974683544303797,0.2879746835443038,0.4689873417721519,0.34556962025316457,0.4354430379746835,2.270225490697906
Chap3,walker2d,64,80,0.30759493670886073,0.1670886075949367,0.29113924050632906,0.25527426160337546,0.2721518987341772,1.0682087621580574
Chap3,walker2d,128,80,0.5424050632911391,0.2708860759493671,0.28291139240506324,0.3654008438818565,0.2917721518987342,1.5574584759529433
Chap3,walker2d,256,80,0.47911392405063286,0.43734177215189873,0.43417721518987334,0.450210970464135,0.4658227848101265,2.3935670666024667
Chap3,walker2d,512,80,0.5987341772151898,0.6151898734177215,0.5860759493670886,0.6,0.6455696202531644,5.97210508265001
Chap3,walker2d,1024,80,0.7082278481012657,0.6563291139240506,0.6518987341772152,0.6721518987341771,0.6854430379746835,9.280547830623126
Chap4,ant,64,135,0.6015478164731897,0.5407407407407407,0.5579878385848536,0.5667587985995947,0.5849640685461581,6.438997549167018
Chap4,ant,128,135,0.6539524599226092,0.5500276395798784,0.6307352128247651,0.6115717707757509,0.6207849640685462,7.885902845277432
Chap4,ant,256,135,0.7152017689331123,0.6504145936981758,0.6601437258153676,0.6752533628155519,0.6818131564400222,8.298926795508558
Chap4,ant,512,135,0.719845218352681,0.7262576008844666,0.7547816473189607,0.7336281555187028,0.7799889441680486,13.338455471645075
Chap4,ant,1024,135,0.7698175787728027,0.7817578772802655,0.7762299613045881,0.7759351391192187,0.8149253731343283,22.309613370514743
Chap4,halfcheetah,64,135,0.3687119955776672,0.37070204532891105,0.3160862354892206,0.35183342546526625,0.39369817578772803,1.616594849511298
Chap4,halfcheetah,128,135,0.3306799336650083,0.2935323383084577,0.3286898839137645,0.3176340519624102,0.3753454947484799,1.575260347822284
Chap4,halfcheetah,256,135,0.46688778330569375,0.5009397457158651,0.42288557213930356,0.4635710337202874,0.5405196241017136,2.5063334885387922
Chap4,halfcheetah,512,135,0.6174682144831399,0.5374239911553345,0.5537866224433389,0.5695596093606045,0.5783305693753455,4.497725419617954
Chap4,halfcheetah,1024,135,0.5173023770038695,0.5228302929795468,0.6433388612493091,0.5611571770775751,0.6373687119955777,3.9842704450223385
Chap4,hopper,64,135,0.2959646213377557,0.1800995024875622,0.11332227750138199,0.19646213377556665,0.14228855721393036,1.2459438076184075
Chap4,hopper,128,135,0.2121614151464898,0.1701492537313433,0.18584853510226645,0.18938640132669984,0.20176893311221672,1.1482201401601753
Chap4,hopper,256,135,0.22564953012714206,0.28667772249861806,0.2676616915422886,0.25999631472268286,0.3419568822553897,1.3163485426572197
Chap4,hopper,512,135,0.33355444997236045,0.30503040353786626,0.3970149253731343,0.3451999262944537,0.3914870093974571,1.7992437438512348
Chap4,hopper,1024,135,0.477722498618021,0.411387506909895,0.475069098949696,0.454726368159204,0.4832504145936982,2.2937251513295602
Chap4,walker2d,64,135,0.41890547263681593,0.48612493090105036,0.5215035931453842,0.47551133222775016,0.5599778883360973,2.989222688286781
Chap4,walker2d,128,135,0.5354339414040907,0.5062465450525152,0.4449972360420122,0.4955592408328728,0.5206191265892759,3.2905119254369284
Chap4,walker2d,256,135,0.49585406301824214,0.5201768933112216,0.5670536207849641,0.5276948590381426,0.6039800995024877,3.7675508224975927
Chap4,walker2d,512,135,0.6409065782200111,0.6521835268103925,0.6406854615809839,0.6445918555371292,0.6995024875621891,8.915386498221974
Chap4,walker2d,1024,135,0.6517412935323383,0.6185737976782754,0.6798231066887783,0.6500460659664641,0.7092316196793809,8.037238538451792
Chap5,ant,64,135,0.48192371475953566,0.4467661691542289,0.5004975124378109,0.47639579878385846,0.498065229408513,21.18716542856675
Chap5,ant,128,135,0.6541735765616362,0.561967938087341,0.5893864013266998,0.601842638658559,0.5816473189607518,25.676183090716215
Chap5,ant,256,135,0.7231619679380874,0.7090105030403537,0.6594803758982865,0.6972176156255759,0.6871199557766722,24.52506383398587
Chap5,ant,512,135,0.6928689883913765,0.7160862354892207,0.7163073521282477,0.7084208586696149,0.7437258153676065,26.036709581725315
Chap5,ant,1024,135,0.6749585406301825,0.6811498065229408,0.7280265339966833,0.6947116270499355,0.7463792150359314,30.928622124075066
Chap5,halfcheetah,64,135,0.46600331674958545,0.44433388612493097,0.3472636815920398,0.4192002948221854,0.4346047540077391,2.320765404449868
Chap5,halfcheetah,128,135,0.5091210613598673,0.4894416804864566,0.4390270867882808,0.47919660954486826,0.5077943615257048,3.1812231036780676
Chap5,halfcheetah,256,135,0.44278606965174133,0.5069098949695965,0.41404090657822,0.4545789570665193,0.5195135433941405,3.2359331422281827
Chap5,halfcheetah,512,135,0.44389165284687676,0.45804311774461026,0.4348258706467662,0.44558688041275113,0.5153123272526258,2.5076048811242235
Chap5,halfcheetah,1024,135,0.49563294637921507,0.4708678828081813,0.4971807628524047,0.48789386401326706,0.5407407407407407,3.099220272676682
Chap5,hopper,64,135,0.09342177998894417,0.13720287451630736,0.08015478164731897,0.10359314538419018,0.12636815920398012,0.6989681736673995
Chap5,hopper,128,135,0.13919292426755114,0.07838584853510226,0.1781094527363184,0.13189607517965726,0.13521282476506358,0.8124193616053094
Chap5,hopper,256,135,0.18120508568269764,0.11885019347705916,0.1716970702045329,0.1572507831214299,0.17302377003869543,0.8703035047604892
Chap5,hopper,512,135,0.3079049198452184,0.3156440022111664,0.3010503040353787,0.3081997420305878,0.35566611387506913,1.5281461326821664
Chap5,hopper,1024,135,0.4312880044223328,0.3191818684355998,0.49917081260364843,0.4165468951538604,0.4595909342177999,2.2623487485730958
Chap5,walker2d,64,135,0.4542841348811498,0.5131011608623549,0.5179657269209509,0.4951170075548186,0.5431730237700387,8.51136357600546
Chap5,walker2d,128,135,0.5754560530679934,0.5376451077943615,0.5442786069651742,0.5524599226091763,0.5517965726920951,8.459097001836572
Chap5,walker2d,256,135,0.658374792703151,0.6212271973466004,0.6081813156440022,0.6292611018979178,0.6371475953565506,8.810999292435675
Chap5,walker2d,512,135,0.6482034273079049,0.587175234936429,0.6302929795467109,0.6218905472636816,0.6400221116639028,8.487987111748513
Chap5,walker2d,1024,135,0.7136539524599227,0.6338308457711442,0.6375898286346048,0.6616915422885573,0.6541735765616362,11.82047571500167
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