| {"0.0015": [{"train_loss": 8.471945571899415, "train_accuracy": 7.556818181818182, "clean_val_accuracy": 63.27272727272727, "clean_val_loss": 0.09182900862260299, "adversarial_val_accuracy": 39.63636363636363, "adversarial_val_loss": 0.093049485466697, "combined_score": 102.9090909090909}, {"train_loss": 8.416108495538884, "train_accuracy": 67.10227272727273, "clean_val_accuracy": 84.9090909090909, "clean_val_loss": 0.07692931782115589, "adversarial_val_accuracy": 64.54545454545455, "adversarial_val_loss": 0.0826044056632302, "combined_score": 149.45454545454544}, {"train_loss": 8.349799485640093, "train_accuracy": 84.88636363636364, "clean_val_accuracy": 86.54545454545455, "clean_val_loss": 0.05431755022569136, "adversarial_val_accuracy": 70.18181818181819, "adversarial_val_loss": 0.06726277264681729, "combined_score": 156.72727272727275}, {"train_loss": 8.275116313587535, "train_accuracy": 89.77272727272727, "clean_val_accuracy": 89.0909090909091, "clean_val_loss": 0.026031122641129927, "adversarial_val_accuracy": 76.0, "adversarial_val_loss": 0.040664650743657896, "combined_score": 165.0909090909091}, {"train_loss": 8.208344997059216, "train_accuracy": 92.95454545454545, "clean_val_accuracy": 90.18181818181819, "clean_val_loss": 0.010396467122164639, "adversarial_val_accuracy": 75.0909090909091, "adversarial_val_loss": 0.0262666654586792, "combined_score": 165.27272727272728}, {"train_loss": 8.15347258827903, "train_accuracy": 93.75, "clean_val_accuracy": 90.36363636363636, "clean_val_loss": 0.005706619945439425, "adversarial_val_accuracy": 76.18181818181819, "adversarial_val_loss": 0.019698049155148594, "combined_score": 166.54545454545456}, {"train_loss": 8.103750922463156, "train_accuracy": 94.375, "clean_val_accuracy": 90.36363636363636, "clean_val_loss": 0.0040364459969780666, "adversarial_val_accuracy": 74.9090909090909, "adversarial_val_loss": 0.01650121569633484, "combined_score": 165.27272727272725}, {"train_loss": 8.072846568714489, "train_accuracy": 95.11363636363636, "clean_val_accuracy": 89.63636363636364, "clean_val_loss": 0.0036343188990246166, "adversarial_val_accuracy": 76.36363636363636, "adversarial_val_loss": 0.014687268300489945, "combined_score": 166.0}, {"train_loss": 8.05863335349343, "train_accuracy": 94.48863636363636, "clean_val_accuracy": 89.45454545454545, "clean_val_loss": 0.003578069751912897, "adversarial_val_accuracy": 76.36363636363636, "adversarial_val_loss": 0.015035584406419234, "combined_score": 165.8181818181818}, {"train_loss": 8.045037529685281, "train_accuracy": 94.6590909090909, "clean_val_accuracy": 90.54545454545455, "clean_val_loss": 0.0029956982623447074, "adversarial_val_accuracy": 76.36363636363636, "adversarial_val_loss": 0.014556587826121938, "combined_score": 166.9090909090909}, {"train_loss": 8.03140342018821, "train_accuracy": 94.88636363636364, "clean_val_accuracy": 90.18181818181819, "clean_val_loss": 0.003281713913787495, "adversarial_val_accuracy": 76.36363636363636, "adversarial_val_loss": 0.013910912817174739, "combined_score": 166.54545454545456}, {"train_loss": 8.017742989280007, "train_accuracy": 94.7159090909091, "clean_val_accuracy": 88.72727272727273, "clean_val_loss": 0.00374650776386261, "adversarial_val_accuracy": 76.18181818181819, "adversarial_val_loss": 0.01369540973143144, "combined_score": 164.90909090909093}, {"train_loss": 8.003977064652876, "train_accuracy": 93.92045454545455, "clean_val_accuracy": 90.54545454545455, "clean_val_loss": 0.003079552325335416, "adversarial_val_accuracy": 75.0909090909091, "adversarial_val_loss": 0.0136066181009466, "combined_score": 165.63636363636363}, {"train_loss": 7.990508894486861, "train_accuracy": 94.6590909090909, "clean_val_accuracy": 88.54545454545455, "clean_val_loss": 0.003271589130163193, "adversarial_val_accuracy": 74.9090909090909, "adversarial_val_loss": 0.013011127710342407, "combined_score": 163.45454545454544}, {"train_loss": 7.981555973399769, "train_accuracy": 94.26136363636364, "clean_val_accuracy": 89.45454545454545, "clean_val_loss": 0.003025257885456085, "adversarial_val_accuracy": 73.63636363636364, "adversarial_val_loss": 0.013961910009384156, "combined_score": 163.0909090909091}], "0.0055": [{"train_loss": 7.973323475230824, "train_accuracy": 94.0340909090909, "clean_val_accuracy": 88.9090909090909, "clean_val_loss": 0.0029469335621053524, "adversarial_val_accuracy": 74.0, "adversarial_val_loss": 0.013655244220386852, "combined_score": 162.9090909090909}, {"train_loss": 7.968866209550337, "train_accuracy": 95.17045454545455, "clean_val_accuracy": 90.9090909090909, "clean_val_loss": 0.002879873216152191, "adversarial_val_accuracy": 75.0909090909091, "adversarial_val_loss": 0.013291000019420277, "combined_score": 166.0}, {"train_loss": 7.965113483775745, "train_accuracy": 94.31818181818181, "clean_val_accuracy": 89.81818181818181, "clean_val_loss": 0.002799370600418611, "adversarial_val_accuracy": 76.9090909090909, "adversarial_val_loss": 0.013536869395862926, "combined_score": 166.72727272727272}, {"train_loss": 7.960715762051669, "train_accuracy": 94.6590909090909, "clean_val_accuracy": 90.18181818181819, "clean_val_loss": 0.0026178480684757232, "adversarial_val_accuracy": 75.0909090909091, "adversarial_val_loss": 0.012533919594504617, "combined_score": 165.27272727272728}, {"train_loss": 7.956840792569247, "train_accuracy": 94.60227272727273, "clean_val_accuracy": 90.0, "clean_val_loss": 0.003223179809071801, "adversarial_val_accuracy": 76.54545454545455, "adversarial_val_loss": 0.01274548736485568, "combined_score": 166.54545454545456}, {"train_loss": 7.953977064652876, "train_accuracy": 95.17045454545455, "clean_val_accuracy": 89.45454545454545, "clean_val_loss": 0.0031191183762116865, "adversarial_val_accuracy": 77.45454545454545, "adversarial_val_loss": 0.012468775402415883, "combined_score": 166.9090909090909}, {"train_loss": 7.953023633089932, "train_accuracy": 94.48863636363636, "clean_val_accuracy": 89.63636363636364, "clean_val_loss": 0.002922087772326036, "adversarial_val_accuracy": 74.9090909090909, "adversarial_val_loss": 0.012716760527003896, "combined_score": 164.54545454545456}, {"train_loss": 7.951588821411133, "train_accuracy": 95.05681818181819, "clean_val_accuracy": 90.18181818181819, "clean_val_loss": 0.002723048681562597, "adversarial_val_accuracy": 75.45454545454545, "adversarial_val_loss": 0.012904628081755205, "combined_score": 165.63636363636363}, {"train_loss": 7.950076710094105, "train_accuracy": 95.45454545454545, "clean_val_accuracy": 89.0909090909091, "clean_val_loss": 0.002929409904913469, "adversarial_val_accuracy": 73.45454545454545, "adversarial_val_loss": 0.012887897708199241, "combined_score": 162.54545454545456}, {"train_loss": 7.949401161887429, "train_accuracy": 94.31818181818181, "clean_val_accuracy": 89.81818181818181, "clean_val_loss": 0.0027747269110246137, "adversarial_val_accuracy": 73.63636363636364, "adversarial_val_loss": 0.013819237730719827, "combined_score": 163.45454545454544}, {"train_loss": 7.948225506869229, "train_accuracy": 94.375, "clean_val_accuracy": 90.36363636363636, "clean_val_loss": 0.0025935583087531005, "adversarial_val_accuracy": 76.18181818181819, "adversarial_val_loss": 0.01259005210616372, "combined_score": 166.54545454545456}], "0.0091": [], "0.0123": [], "0.0153": [], "0.0179": [], "0.0202": [], "0.0224": [], "0.0243": [], "0.026": [], "0.0276": [], "0.0291": [], "0.0306": [], "0.0321": [], "0.0336": [], "0.0351": [], "0.0366": [], "0.0381": [], "0.0396": [], "0.0411": [], "0.0426": [], "0.0441": [], "0.0456": [], "0.0471": [], "0.0486": [], "0.0501": [], "0.0516": [], "0.0531": [], "0.0546": [], "0.0561": [], "0.0576": [], "0.0591": [], "0.0606": [], "0.0621": [], "0.0636": [], "0.0651": [], "0.0666": [], "0.0681": [], "0.0696": [], "0.0711": [], "0.0726": [], "0.0741": [], "0.0756": [], "0.0771": [], "0.0786": [], "0.0801": [], "0.0816": [], "0.0831": [], "0.0846": [], "0.0861": [], "0.0876": [], "0.0891": [], "0.0906": [], "0.0921": [], "0.0936": [], "0.0951": [], "0.0966": [], "0.0981": [], "0.0996": [], "0.1011": [], "0.1026": [], "0.1041": [], "0.1056": [], "0.1071": [], "0.1086": [], "0.1101": [], "0.1116": [], "0.1131": [], "0.1146": [], "0.1161": [], "0.1176": [], "0.1191": [], "0.1206": [], "0.1221": [], "0.1236": [], "0.1251": [], "0.1266": [], "0.1281": [], "0.1296": [], "0.1311": [], "0.1326": [], "0.1341": [], "0.1356": [], "0.1371": [], "0.1386": [], "0.1401": [], "0.1416": [], "0.1431": [], "0.1446": [], "0.1461": [], "0.1476": [], "0.1491": [], "0.1506": [], "0.1521": [], "0.1536": [], "0.1551": [], "0.1566": [], "0.1581": [], "0.1596": [], "0.1611": [], "0.1626": [], "0.1641": [], "0.1656": [], "0.1671": [], "0.1686": [], "0.1701": [], "0.1716": [], "0.1731": [], "0.1746": [], "0.1761": [], "0.1776": [], "0.1791": [], "0.1806": [], "0.1821": [], "0.1836": [], "0.1851": [], "0.1866": [], "0.1881": [], "0.1896": [], "0.1911": [], "0.1926": [], "0.1941": [], "0.1956": [], "0.1971": [], "0.1986": [], "0.2001": [], "0.2016": []} |