| {"0.001": [{"training_loss": 65.77262880325317, "training_accuracy": 18.875, "adversarial_training_loss": 65.71748567581177, "adversarial_training_accuracy": 18.53125, "validation_accuracy": 24.375, "validation_loss": 0.16224004253745078, "adversarial_validation_accuracy": 12.291666666666666, "adversarial_validation_loss": 0.15367887790004411, "average_validation_accuracy": 18.333333333333332}, {"training_loss": 50.98864347457886, "training_accuracy": 29.78125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 35.0, "validation_loss": 0.11260664487878481, "adversarial_validation_accuracy": 16.666666666666668, "adversarial_validation_loss": 0.15440849711497626, "average_validation_accuracy": 25.833333333333336}, {"training_loss": 41.00892267227173, "training_accuracy": 29.96875, "adversarial_training_loss": 40.98496992111206, "adversarial_training_accuracy": 28.375, "validation_accuracy": 27.083333333333332, "validation_loss": 0.14686643357078236, "adversarial_validation_accuracy": 12.083333333333334, "adversarial_validation_loss": 0.158117030809323, "average_validation_accuracy": 19.583333333333332}, {"training_loss": 33.603167304992674, "training_accuracy": 33.84375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 37.708333333333336, "validation_loss": 0.11021188901116451, "adversarial_validation_accuracy": 15.9375, "adversarial_validation_loss": 0.16285495360692342, "average_validation_accuracy": 26.822916666666668}, {"training_loss": 28.364126081466676, "training_accuracy": 32.25, "adversarial_training_loss": 28.351008310317994, "adversarial_training_accuracy": 30.0625, "validation_accuracy": 32.8125, "validation_loss": 0.14778648428618907, "adversarial_validation_accuracy": 12.291666666666666, "adversarial_validation_loss": 0.17265444273749989, "average_validation_accuracy": 22.552083333333332}, {"training_loss": 24.191249113082886, "training_accuracy": 33.8125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 38.4375, "validation_loss": 0.11080800170699755, "adversarial_validation_accuracy": 14.0625, "adversarial_validation_loss": 0.15766688932975134, "average_validation_accuracy": 26.25}, {"training_loss": 21.02346146583557, "training_accuracy": 31.53125, "adversarial_training_loss": 21.016470623016357, "adversarial_training_accuracy": 29.78125, "validation_accuracy": 28.229166666666668, "validation_loss": 0.16821601366003355, "adversarial_validation_accuracy": 13.4375, "adversarial_validation_loss": 0.15901884486277898, "average_validation_accuracy": 20.833333333333336}, {"training_loss": 18.849660377502442, "training_accuracy": 39.25, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 42.291666666666664, "validation_loss": 0.09883744766314824, "adversarial_validation_accuracy": 16.770833333333332, "adversarial_validation_loss": 0.1537363370259603, "average_validation_accuracy": 29.53125}, {"training_loss": 18.140558462142945, "training_accuracy": 36.6875, "adversarial_training_loss": 18.14391486167908, "adversarial_training_accuracy": 32.25, "validation_accuracy": 31.875, "validation_loss": 0.13257559277117253, "adversarial_validation_accuracy": 14.375, "adversarial_validation_loss": 0.15659251014391581, "average_validation_accuracy": 23.125}, {"training_loss": 17.467244987487792, "training_accuracy": 38.9375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 42.8125, "validation_loss": 0.10347661996881168, "adversarial_validation_accuracy": 15.520833333333334, "adversarial_validation_loss": 0.15933352410793306, "average_validation_accuracy": 29.166666666666668}, {"training_loss": 16.861459074020384, "training_accuracy": 38.09375, "adversarial_training_loss": 16.864735298156738, "adversarial_training_accuracy": 33.90625, "validation_accuracy": 35.833333333333336, "validation_loss": 0.13100674363474052, "adversarial_validation_accuracy": 15.625, "adversarial_validation_loss": 0.1521919459104538, "average_validation_accuracy": 25.729166666666668}, {"training_loss": 16.276926040649414, "training_accuracy": 40.65625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 42.916666666666664, "validation_loss": 0.10229175935188929, "adversarial_validation_accuracy": 14.166666666666666, "adversarial_validation_loss": 0.1546411539117495, "average_validation_accuracy": 28.541666666666664}, {"training_loss": 15.751971626281739, "training_accuracy": 38.875, "adversarial_training_loss": 15.756266679763794, "adversarial_training_accuracy": 34.53125, "validation_accuracy": 35.625, "validation_loss": 0.1338268435249726, "adversarial_validation_accuracy": 20.625, "adversarial_validation_loss": 0.14126249502102534, "average_validation_accuracy": 28.125}, {"training_loss": 15.245092921257019, "training_accuracy": 41.03125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 45.833333333333336, "validation_loss": 0.09922101435561975, "adversarial_validation_accuracy": 14.479166666666666, "adversarial_validation_loss": 0.14569123809536297, "average_validation_accuracy": 30.15625}, {"training_loss": 14.963662524223327, "training_accuracy": 44.0625, "adversarial_training_loss": 14.971971869468689, "adversarial_training_accuracy": 37.96875, "validation_accuracy": 42.395833333333336, "validation_loss": 0.11225845981389285, "adversarial_validation_accuracy": 15.9375, "adversarial_validation_loss": 0.1577984992414713, "average_validation_accuracy": 29.166666666666668}, {"training_loss": 14.820494451522826, "training_accuracy": 44.625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.375, "validation_loss": 0.09255279128750166, "adversarial_validation_accuracy": 16.979166666666668, "adversarial_validation_loss": 0.14939360370238622, "average_validation_accuracy": 33.177083333333336}, {"training_loss": 14.69198191165924, "training_accuracy": 44.6875, "adversarial_training_loss": 14.70019395828247, "adversarial_training_accuracy": 37.15625, "validation_accuracy": 44.479166666666664, "validation_loss": 0.10553627523283164, "adversarial_validation_accuracy": 19.0625, "adversarial_validation_loss": 0.1427885660280784, "average_validation_accuracy": 31.770833333333332}, {"training_loss": 14.559070572853088, "training_accuracy": 43.90625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 42.291666666666664, "validation_loss": 0.09947964400053025, "adversarial_validation_accuracy": 14.791666666666666, "adversarial_validation_loss": 0.15500404238700866, "average_validation_accuracy": 28.541666666666664}, {"training_loss": 14.434975695610046, "training_accuracy": 45.25, "adversarial_training_loss": 14.443338027000427, "adversarial_training_accuracy": 38.96875, "validation_accuracy": 44.270833333333336, "validation_loss": 0.10325759133944909, "adversarial_validation_accuracy": 17.1875, "adversarial_validation_loss": 0.1526554590711991, "average_validation_accuracy": 30.729166666666668}, {"training_loss": 14.311108317375183, "training_accuracy": 44.46875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 52.291666666666664, "validation_loss": 0.0904643493394057, "adversarial_validation_accuracy": 16.979166666666668, "adversarial_validation_loss": 0.14425086677074433, "average_validation_accuracy": 34.635416666666664}, {"training_loss": 14.194216089248657, "training_accuracy": 45.375, "adversarial_training_loss": 14.203013944625855, "adversarial_training_accuracy": 37.96875, "validation_accuracy": 41.666666666666664, "validation_loss": 0.10921162640055021, "adversarial_validation_accuracy": 14.479166666666666, "adversarial_validation_loss": 0.14493166493872803, "average_validation_accuracy": 28.072916666666664}, {"training_loss": 14.094286437034606, "training_accuracy": 46.3125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 50.416666666666664, "validation_loss": 0.09074202589690686, "adversarial_validation_accuracy": 17.708333333333332, "adversarial_validation_loss": 0.1463728190710147, "average_validation_accuracy": 34.0625}, {"training_loss": 14.056616411209106, "training_accuracy": 45.9375, "adversarial_training_loss": 14.066598467826843, "adversarial_training_accuracy": 38.75, "validation_accuracy": 45.0, "validation_loss": 0.10140373309453328, "adversarial_validation_accuracy": 20.0, "adversarial_validation_loss": 0.14254938252270222, "average_validation_accuracy": 32.5}, {"training_loss": 14.021141395568847, "training_accuracy": 46.15625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.270833333333336, "validation_loss": 0.09129422598828872, "adversarial_validation_accuracy": 17.916666666666668, "adversarial_validation_loss": 0.14650780869026978, "average_validation_accuracy": 33.59375}, {"training_loss": 13.987364792823792, "training_accuracy": 46.5625, "adversarial_training_loss": 13.997426862716674, "adversarial_training_accuracy": 39.3125, "validation_accuracy": 43.020833333333336, "validation_loss": 0.10679508869846661, "adversarial_validation_accuracy": 19.0625, "adversarial_validation_loss": 0.14665381585558254, "average_validation_accuracy": 31.041666666666668}, {"training_loss": 13.952972660064697, "training_accuracy": 47.28125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 48.75, "validation_loss": 0.09230688350896041, "adversarial_validation_accuracy": 18.020833333333332, "adversarial_validation_loss": 0.14762206934392452, "average_validation_accuracy": 33.385416666666664}, {"training_loss": 13.920327868461609, "training_accuracy": 46.375, "adversarial_training_loss": 13.929903120994569, "adversarial_training_accuracy": 38.96875, "validation_accuracy": 43.75, "validation_loss": 0.10928464724371831, "adversarial_validation_accuracy": 15.729166666666666, "adversarial_validation_loss": 0.14444185892740885, "average_validation_accuracy": 29.739583333333332}, {"training_loss": 13.886870698928833, "training_accuracy": 45.90625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.0625, "validation_loss": 0.09305326069394747, "adversarial_validation_accuracy": 15.416666666666666, "adversarial_validation_loss": 0.1495980840176344, "average_validation_accuracy": 32.239583333333336}, {"training_loss": 13.866585807800293, "training_accuracy": 45.5625, "adversarial_training_loss": 13.876321082115174, "adversarial_training_accuracy": 39.9375, "validation_accuracy": 44.166666666666664, "validation_loss": 0.10321932714432477, "adversarial_validation_accuracy": 18.958333333333332, "adversarial_validation_loss": 0.1446833240489165, "average_validation_accuracy": 31.5625}, {"training_loss": 13.855735239982605, "training_accuracy": 47.0625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.0625, "validation_loss": 0.09312176772703727, "adversarial_validation_accuracy": 16.25, "adversarial_validation_loss": 0.1480749304095904, "average_validation_accuracy": 32.65625}, {"training_loss": 13.84518705368042, "training_accuracy": 46.78125, "adversarial_training_loss": 13.855477452278137, "adversarial_training_accuracy": 40.0, "validation_accuracy": 46.5625, "validation_loss": 0.10067510201285283, "adversarial_validation_accuracy": 18.645833333333332, "adversarial_validation_loss": 0.1426944699138403, "average_validation_accuracy": 32.604166666666664}, {"training_loss": 13.836312055587769, "training_accuracy": 46.78125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 48.125, "validation_loss": 0.09436962610731522, "adversarial_validation_accuracy": 16.041666666666668, "adversarial_validation_loss": 0.14739043824374676, "average_validation_accuracy": 32.083333333333336}, {"training_loss": 13.826708512306213, "training_accuracy": 47.5625, "adversarial_training_loss": 13.83606325149536, "adversarial_training_accuracy": 40.0625, "validation_accuracy": 44.479166666666664, "validation_loss": 0.10199308246374131, "adversarial_validation_accuracy": 18.333333333333332, "adversarial_validation_loss": 0.14469979976614317, "average_validation_accuracy": 31.40625}, {"training_loss": 13.815807828903198, "training_accuracy": 46.0625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.583333333333336, "validation_loss": 0.09162530389924844, "adversarial_validation_accuracy": 13.229166666666666, "adversarial_validation_loss": 0.14993500697116058, "average_validation_accuracy": 31.40625}, {"training_loss": 13.806363153457642, "training_accuracy": 46.65625, "adversarial_training_loss": 13.81616189956665, "adversarial_training_accuracy": 39.625, "validation_accuracy": 45.104166666666664, "validation_loss": 0.10450015303989252, "adversarial_validation_accuracy": 16.354166666666668, "adversarial_validation_loss": 0.14411746909221013, "average_validation_accuracy": 30.729166666666664}], "0.003": [], "0.0048": [], "0.0064": [], "0.0079": [], "0.0092": [], "0.0104": [], "0.0114": [], "0.0124": [], "0.0134": [], "0.0144": [], "0.0154": [], "0.0164": [], "0.0174": [], "0.0184": [], "0.0194": [], "0.0204": [], "0.0214": [], "0.0224": [], "0.0234": [], "0.0244": []} |