index,alg_name,dataset_name,dataset_fold_id,hparam_source,target_type,Log Loss__train,Log Loss__val,Log Loss__test,AUC__train,AUC__val,AUC__test,Accuracy__train,Accuracy__val,Accuracy__test,F1__train,F1__val,F1__test,training_time,eval-time__train,eval-time__val,eval-time__test 19,CatBoost,openml__APSFailure__168868,openml__APSFailure__168868__fold_0,random_27_s0,binary,0.0129345861210642,0.0232284875471583,0.0187097321917936,0.9952658202862348,0.9905881179267844,0.9906428893490123,0.9972039473684212,0.9926315789473684,0.9942105263157894,0.9972039473684212,0.9926315789473684,0.9942105263157894,5.285699761999922,0.146697979999999,0.0426057530000889,0.0408804549999786 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225292,rtdl_FTTransformer,openml__credit-g__31,openml__credit-g__31__fold_1,random_19_s0,binary,0.4104858161136508,0.4778728661872446,0.5313497803732753,0.8667857142857143,0.8133333333333332,0.7585714285714287,0.81625,0.77,0.73,0.81625,0.7699999999999999,0.7299999999999999,14.583663974000046,0.0758953179999935,0.0539258160001736,0.0516889030000129 238527,rtdl_MLP,openml__credit-g__31,openml__credit-g__31__fold_1,random_29_s0,binary,0.4436134955502169,0.51651765499264,0.5127330602612347,0.8521279761904762,0.7552380952380952,0.7514285714285714,0.77125,0.75,0.75,0.77125,0.75,0.75,7.595682898999939,0.0530212900000606,0.0457707390000905,0.0450105889999576 253390,rtdl_ResNet,openml__credit-g__31,openml__credit-g__31__fold_1,random_5_s0,binary,0.4682742730714381,0.5148710039630532,0.5010298704728484,0.8317633928571428,0.7571428571428571,0.7823809523809524,0.76375,0.78,0.73,0.76375,0.78,0.7299999999999999,5.716160111000022,0.0563156800000115,0.0488946639999881,0.0441796239999803 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241569,rtdl_MLP,openml__ionosphere__145984,openml__ionosphere__145984__fold_0,default,binary,0.0261061221913621,0.0224319551298098,0.012910598677152,0.9993915592676588,1.0,1.0,0.9928571428571428,1.0,1.0,0.9928571428571428,1.0,1.0,5.227842184000001,0.0496896270000011,0.0483586910000006,0.0471852789999989 256362,rtdl_ResNet,openml__ionosphere__145984,openml__ionosphere__145984__fold_0,default,binary,0.0326789609522686,0.0542115042061595,0.0574326062461396,0.9998893744123016,1.0,1.0,0.9964285714285714,1.0,0.9722222222222222,0.9964285714285714,1.0,0.9722222222222222,5.141352638,0.0439225029999992,0.041414808999999,0.0437025010000002 7954,CatBoost,openml__ionosphere__145984,openml__ionosphere__145984__fold_1,random_13_s0,binary,0.0251238834500477,0.2098425641082597,0.2733962978796125,1.0,0.931159420289855,0.9492753623188406,1.0,0.9714285714285714,0.9142857142857144,1.0,0.9714285714285714,0.9142857142857144,0.4136455149999847,0.0009285270000418,0.0007233180000412,0.0006733269999585 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86244,LinearModel,openml__ionosphere__145984,openml__ionosphere__145984__fold_1,default,binary,0.2208820467279693,0.3532575054483145,0.3643642565269547,0.9699857596669952,0.9021739130434784,0.8297101449275363,0.9110320284697508,0.8857142857142857,0.8857142857142857,0.911032028469751,0.8857142857142857,0.8857142857142857,0.017990573,0.0038712250000001,0.0003388389999998,0.0001625820000001 101189,MLP,openml__ionosphere__145984,openml__ionosphere__145984__fold_1,random_11_s0,binary,0.0377210926004773,0.0413224228216319,0.1199726291836538,0.9985211961879724,1.0,0.9963768115942028,0.9857651245551602,1.0,0.9428571428571428,0.9857651245551602,1.0,0.9428571428571428,5.166318481000019,0.0394481650000102,0.038015396999981,0.039108141999975 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181011,TabPFNModel,openml__ionosphere__145984,openml__ionosphere__145984__fold_1,default,binary,0.0124839410897812,0.0973810829006002,0.1385177566987944,1.0,1.0,0.9891304347826086,1.0,1.0,0.9428571428571428,1.0,1.0,0.9428571428571428,0.0003507119999994,0.4675249749999999,0.3606177609999985,0.3543763549999994 199832,VIME,openml__ionosphere__145984,openml__ionosphere__145984__fold_1,random_14_s0,binary,0.0928700681872855,0.0833979861370088,0.1448148517029559,0.9956183590754738,1.0,0.9963768115942028,0.9857651245551602,1.0,0.9714285714285714,0.9857651245551602,1.0,0.9714285714285714,7.52347561800002,0.0433171639999727,0.0406499250000251,0.0411275809999551 214070,XGBoost,openml__ionosphere__145984,openml__ionosphere__145984__fold_1,random_11_s0,binary,0.0191614960823241,0.2207966375829918,0.2612079700114139,1.0,0.9528985507246376,0.9565217391304348,1.0,0.9428571428571428,0.8571428571428571,1.0,0.9428571428571428,0.8571428571428571,0.0890798280000026,0.0009718250000005,0.0004180629999979,0.000376218000003 227684,rtdl_FTTransformer,openml__ionosphere__145984,openml__ionosphere__145984__fold_1,random_14_s0,binary,0.1015835739257894,0.0566642029942678,0.3029702794738114,0.9851024208566108,1.0,0.8913043478260869,0.9750889679715302,1.0,0.9142857142857144,0.9750889679715302,1.0,0.9142857142857144,7.322044790000064,0.0669549729999516,0.0558923780000668,0.0544018989999131 241603,rtdl_MLP,openml__ionosphere__145984,openml__ionosphere__145984__fold_1,random_13_s0,binary,0.0220492273369636,0.0079014319093313,0.0213143132827913,0.9990141307919816,1.0,1.0,0.99644128113879,1.0,1.0,0.99644128113879,1.0,1.0,3.1396592959999907,0.0462749030000395,0.0442747810000128,0.0446232369999961 256412,rtdl_ResNet,openml__ionosphere__145984,openml__ionosphere__145984__fold_1,random_28_s0,binary,0.0487255035291789,0.0469687605610488,0.0352761690574928,0.996494687260379,1.0,1.0,0.98932384341637,1.0,1.0,0.98932384341637,1.0,1.0,4.647644680999974,0.0426195679999636,0.0418892180000511,0.0417964359999132 7983,CatBoost,openml__ionosphere__145984,openml__ionosphere__145984__fold_2,random_12_s0,binary,0.0079619847833622,0.1595698215507473,0.2459268682287851,1.0,0.9710144927536232,0.9456521739130436,1.0,0.9714285714285714,0.9714285714285714,1.0,0.9714285714285714,0.9714285714285714,7.480359587000066,0.0011378039999954,0.0007934390000627,0.0007435820000409 20249,DANet,openml__ionosphere__145984,openml__ionosphere__145984__fold_2,random_14_s0,binary,0.015875361168867,0.0535090805402173,0.2209389372159453,0.9998904589768868,1.0,0.9637681159420288,0.99644128113879,1.0,0.9714285714285714,0.99644128113879,1.0,0.9714285714285714,24.25770934999992,0.0389641439996921,0.0359615829997892,0.0375166470003023 34015,DecisionTree,openml__ionosphere__145984,openml__ionosphere__145984__fold_2,random_10_s0,binary,9.992007221626417e-16,9.992007221626417e-16,4.93411091355867,1.0,1.0,0.8514492753623188,1.0,1.0,0.8571428571428571,1.0,1.0,0.8571428571428571,0.0038051399999998,0.0001795609999999,0.0001215439999997,9.852499999984944e-05 56648,KNN,openml__ionosphere__145984,openml__ionosphere__145984__fold_2,random_22_s0,binary,0.2913091118573774,0.5095997043198718,1.2706868073952091,0.9849654945777194,0.9039855072463768,0.9420289855072465,0.8576512455516014,0.7714285714285715,0.8857142857142857,0.8576512455516013,0.7714285714285715,0.8857142857142857,0.0008199980000007,0.0111274849999993,0.0035857410000001,0.0036146999999999 71196,LightGBM,openml__ionosphere__145984,openml__ionosphere__145984__fold_2,random_12_s0,binary,0.0100042354527789,0.1071487179655531,0.4879775127044802,1.0,1.0,0.927536231884058,1.0,0.9714285714285714,0.9142857142857144,1.0,0.9714285714285714,0.9142857142857144,0.0199532650000016,0.0004140590000005,0.0001644350000002,0.0001414809999999 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