{"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": [{"training_loss": 13.79643747806549, "training_accuracy": 45.65625, "adversarial_training_loss": 13.80649766921997, "adversarial_training_accuracy": 39.84375, "validation_accuracy": 44.0625, "validation_loss": 0.10439839381724596, "adversarial_validation_accuracy": 18.020833333333332, "adversarial_validation_loss": 0.14719098856051763, "average_validation_accuracy": 31.041666666666664}, {"training_loss": 13.79337656021118, "training_accuracy": 46.25, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 46.354166666666664, "validation_loss": 0.09471521389981111, "adversarial_validation_accuracy": 15.520833333333334, "adversarial_validation_loss": 0.1458146092792352, "average_validation_accuracy": 30.9375}, {"training_loss": 13.790032887458802, "training_accuracy": 46.34375, "adversarial_training_loss": 13.80063789844513, "adversarial_training_accuracy": 39.3125, "validation_accuracy": 41.25, "validation_loss": 0.11207260452210903, "adversarial_validation_accuracy": 17.916666666666668, "adversarial_validation_loss": 0.14403067740301292, "average_validation_accuracy": 29.583333333333336}, {"training_loss": 13.786802501678467, "training_accuracy": 46.96875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 47.916666666666664, "validation_loss": 0.09374496676027774, "adversarial_validation_accuracy": 15.104166666666666, "adversarial_validation_loss": 0.15003782113393146, "average_validation_accuracy": 31.510416666666664}, {"training_loss": 13.784118027687073, "training_accuracy": 47.0, "adversarial_training_loss": 13.79426049232483, "adversarial_training_accuracy": 39.84375, "validation_accuracy": 46.25, "validation_loss": 0.10076301010946433, "adversarial_validation_accuracy": 15.625, "adversarial_validation_loss": 0.15149193766216437, "average_validation_accuracy": 30.9375}, {"training_loss": 13.780525150299072, "training_accuracy": 47.3125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 50.520833333333336, "validation_loss": 0.09079912925759952, "adversarial_validation_accuracy": 15.9375, "adversarial_validation_loss": 0.14837043570975464, "average_validation_accuracy": 33.22916666666667}, {"training_loss": 13.778537621498108, "training_accuracy": 46.875, "adversarial_training_loss": 13.788431720733643, "adversarial_training_accuracy": 39.53125, "validation_accuracy": 45.0, "validation_loss": 0.10254034797350565, "adversarial_validation_accuracy": 18.75, "adversarial_validation_loss": 0.1443961032976707, "average_validation_accuracy": 31.875}, {"training_loss": 13.776048645973205, "training_accuracy": 47.90625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 48.854166666666664, "validation_loss": 0.09464380759745836, "adversarial_validation_accuracy": 16.770833333333332, "adversarial_validation_loss": 0.148496242488424, "average_validation_accuracy": 32.8125}, {"training_loss": 13.775533380508422, "training_accuracy": 46.5, "adversarial_training_loss": 13.785829582214355, "adversarial_training_accuracy": 38.65625, "validation_accuracy": 45.625, "validation_loss": 0.10325502914686997, "adversarial_validation_accuracy": 16.25, "adversarial_validation_loss": 0.1507419016212225, "average_validation_accuracy": 30.9375}, {"training_loss": 13.774462947845459, "training_accuracy": 46.0625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.6875, "validation_loss": 0.09348507051666578, "adversarial_validation_accuracy": 17.1875, "adversarial_validation_loss": 0.14540283667544524, "average_validation_accuracy": 33.4375}, {"training_loss": 13.77355130672455, "training_accuracy": 45.375, "adversarial_training_loss": 13.783563046455383, "adversarial_training_accuracy": 38.4375, "validation_accuracy": 43.75, "validation_loss": 0.1044094417244196, "adversarial_validation_accuracy": 19.895833333333332, "adversarial_validation_loss": 0.13975877712170284, "average_validation_accuracy": 31.822916666666664}, {"training_loss": 13.771980724334718, "training_accuracy": 46.71875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 48.75, "validation_loss": 0.09309537323812643, "adversarial_validation_accuracy": 13.020833333333334, "adversarial_validation_loss": 0.14935394873221716, "average_validation_accuracy": 30.885416666666668}, {"training_loss": 13.772002029418946, "training_accuracy": 47.46875, "adversarial_training_loss": 13.781376051902772, "adversarial_training_accuracy": 39.9375, "validation_accuracy": 41.979166666666664, "validation_loss": 0.11215477685133617, "adversarial_validation_accuracy": 19.375, "adversarial_validation_loss": 0.14691292010247708, "average_validation_accuracy": 30.677083333333332}, {"training_loss": 13.77081076145172, "training_accuracy": 46.65625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.0625, "validation_loss": 0.09575466799239317, "adversarial_validation_accuracy": 15.104166666666666, "adversarial_validation_loss": 0.1598831118394931, "average_validation_accuracy": 32.083333333333336}, {"training_loss": 13.7704229927063, "training_accuracy": 46.875, "adversarial_training_loss": 13.780618071556091, "adversarial_training_accuracy": 39.40625, "validation_accuracy": 44.791666666666664, "validation_loss": 0.10433839981754621, "adversarial_validation_accuracy": 16.979166666666668, "adversarial_validation_loss": 0.14799814683695633, "average_validation_accuracy": 30.885416666666664}, {"training_loss": 13.77050082206726, "training_accuracy": 46.53125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 50.0, "validation_loss": 0.09275529912362496, "adversarial_validation_accuracy": 15.833333333333334, "adversarial_validation_loss": 0.14757260978221892, "average_validation_accuracy": 32.916666666666664}, {"training_loss": 13.771062912940979, "training_accuracy": 45.0625, "adversarial_training_loss": 13.780484881401062, "adversarial_training_accuracy": 38.6875, "validation_accuracy": 46.458333333333336, "validation_loss": 0.10284080480535825, "adversarial_validation_accuracy": 18.229166666666668, "adversarial_validation_loss": 0.14626450091600418, "average_validation_accuracy": 32.34375}, {"training_loss": 13.76871289253235, "training_accuracy": 47.375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.791666666666664, "validation_loss": 0.09229081807037194, "adversarial_validation_accuracy": 16.770833333333332, "adversarial_validation_loss": 0.14679778752227624, "average_validation_accuracy": 33.28125}, {"training_loss": 13.769572048187255, "training_accuracy": 47.34375, "adversarial_training_loss": 13.779713954925537, "adversarial_training_accuracy": 39.375, "validation_accuracy": 45.9375, "validation_loss": 0.09755575495461623, "adversarial_validation_accuracy": 16.458333333333332, "adversarial_validation_loss": 0.14676780961453914, "average_validation_accuracy": 31.197916666666664}, {"training_loss": 13.769713292121887, "training_accuracy": 46.84375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 48.541666666666664, "validation_loss": 0.09417725478609403, "adversarial_validation_accuracy": 17.8125, "adversarial_validation_loss": 0.1457105388243993, "average_validation_accuracy": 33.17708333333333}, {"training_loss": 13.769393172264099, "training_accuracy": 46.90625, "adversarial_training_loss": 13.77955201625824, "adversarial_training_accuracy": 39.125, "validation_accuracy": 44.375, "validation_loss": 0.10467457380145788, "adversarial_validation_accuracy": 18.333333333333332, "adversarial_validation_loss": 0.14006572638948758, "average_validation_accuracy": 31.354166666666664}, {"training_loss": 13.768431358337402, "training_accuracy": 46.3125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 48.229166666666664, "validation_loss": 0.09278432329495748, "adversarial_validation_accuracy": 16.145833333333332, "adversarial_validation_loss": 0.15140641629695892, "average_validation_accuracy": 32.1875}, {"training_loss": 13.768123087882996, "training_accuracy": 46.65625, "adversarial_training_loss": 13.77815155506134, "adversarial_training_accuracy": 39.3125, "validation_accuracy": 44.270833333333336, "validation_loss": 0.10306965702523788, "adversarial_validation_accuracy": 15.625, "adversarial_validation_loss": 0.1510464160392682, "average_validation_accuracy": 29.947916666666668}, {"training_loss": 13.766994738578797, "training_accuracy": 46.75, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 51.354166666666664, "validation_loss": 0.09072495227058729, "adversarial_validation_accuracy": 17.604166666666668, "adversarial_validation_loss": 0.14620984432597955, "average_validation_accuracy": 34.479166666666664}, {"training_loss": 13.768177552223205, "training_accuracy": 47.0625, "adversarial_training_loss": 13.778721361160278, "adversarial_training_accuracy": 39.40625, "validation_accuracy": 45.416666666666664, "validation_loss": 0.10106917762507996, "adversarial_validation_accuracy": 20.729166666666668, "adversarial_validation_loss": 0.14028223591546218, "average_validation_accuracy": 33.072916666666664}, {"training_loss": 13.768148860931397, "training_accuracy": 46.75, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 51.25, "validation_loss": 0.09131378258268039, "adversarial_validation_accuracy": 14.270833333333334, "adversarial_validation_loss": 0.1475476046403249, "average_validation_accuracy": 32.760416666666664}, {"training_loss": 13.769347901344299, "training_accuracy": 45.96875, "adversarial_training_loss": 13.778333163261413, "adversarial_training_accuracy": 39.3125, "validation_accuracy": 47.1875, "validation_loss": 0.09797134411831697, "adversarial_validation_accuracy": 17.604166666666668, "adversarial_validation_loss": 0.15044887512922286, "average_validation_accuracy": 32.395833333333336}, {"training_loss": 13.768864092826844, "training_accuracy": 46.5, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.895833333333336, "validation_loss": 0.09130824481447537, "adversarial_validation_accuracy": 17.5, "adversarial_validation_loss": 0.14596599029997984, "average_validation_accuracy": 33.69791666666667}, {"training_loss": 13.768418712615967, "training_accuracy": 46.78125, "adversarial_training_loss": 13.778701696395874, "adversarial_training_accuracy": 38.875, "validation_accuracy": 44.895833333333336, "validation_loss": 0.10390686020255088, "adversarial_validation_accuracy": 17.604166666666668, "adversarial_validation_loss": 0.1509810473769903, "average_validation_accuracy": 31.25}, {"training_loss": 13.768178663253785, "training_accuracy": 46.0, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.0625, "validation_loss": 0.09154444181670746, "adversarial_validation_accuracy": 14.6875, "adversarial_validation_loss": 0.1478864553074042, "average_validation_accuracy": 31.875}, {"training_loss": 13.768080954551698, "training_accuracy": 47.59375, "adversarial_training_loss": 13.77889190196991, "adversarial_training_accuracy": 39.1875, "validation_accuracy": 47.395833333333336, "validation_loss": 0.09831845294684172, "adversarial_validation_accuracy": 19.0625, "adversarial_validation_loss": 0.1444443060706059, "average_validation_accuracy": 33.22916666666667}, {"training_loss": 13.76763976573944, "training_accuracy": 47.5, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 51.041666666666664, "validation_loss": 0.09249783878525099, "adversarial_validation_accuracy": 16.458333333333332, "adversarial_validation_loss": 0.14762860139211018, "average_validation_accuracy": 33.75}, {"training_loss": 13.76876326084137, "training_accuracy": 46.3125, "adversarial_training_loss": 13.778259806632995, "adversarial_training_accuracy": 40.5625, "validation_accuracy": 46.041666666666664, "validation_loss": 0.09996670198937258, "adversarial_validation_accuracy": 16.458333333333332, "adversarial_validation_loss": 0.16050819257895152, "average_validation_accuracy": 31.25}, {"training_loss": 13.768850264549256, "training_accuracy": 46.15625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.0625, "validation_loss": 0.0930328428124388, "adversarial_validation_accuracy": 16.354166666666668, "adversarial_validation_loss": 0.14874859303236007, "average_validation_accuracy": 32.708333333333336}, {"training_loss": 13.767321505546569, "training_accuracy": 46.96875, "adversarial_training_loss": 13.777148094177246, "adversarial_training_accuracy": 40.09375, "validation_accuracy": 44.0625, "validation_loss": 0.0986693387851119, "adversarial_validation_accuracy": 14.479166666666666, "adversarial_validation_loss": 0.15547552506128948, "average_validation_accuracy": 29.270833333333332}, {"training_loss": 13.768599901199341, "training_accuracy": 47.09375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 51.666666666666664, "validation_loss": 0.09090847627570232, "adversarial_validation_accuracy": 14.375, "adversarial_validation_loss": 0.14705637693405152, "average_validation_accuracy": 33.02083333333333}, {"training_loss": 13.769135861396789, "training_accuracy": 46.78125, "adversarial_training_loss": 13.778823418617248, "adversarial_training_accuracy": 40.25, "validation_accuracy": 46.25, "validation_loss": 0.09952041792372862, "adversarial_validation_accuracy": 18.4375, "adversarial_validation_loss": 0.14492942355573177, "average_validation_accuracy": 32.34375}, {"training_loss": 13.77056516647339, "training_accuracy": 45.90625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 47.708333333333336, "validation_loss": 0.0931116267417868, "adversarial_validation_accuracy": 13.645833333333334, "adversarial_validation_loss": 0.14568764828145503, "average_validation_accuracy": 30.677083333333336}, {"training_loss": 13.769911313056946, "training_accuracy": 45.59375, "adversarial_training_loss": 13.77936367034912, "adversarial_training_accuracy": 39.84375, "validation_accuracy": 46.5625, "validation_loss": 0.10041099637746811, "adversarial_validation_accuracy": 15.208333333333334, "adversarial_validation_loss": 0.15205098936955133, "average_validation_accuracy": 30.885416666666668}], "0.0048": [{"training_loss": 13.768903484344483, "training_accuracy": 46.90625, "adversarial_training_loss": 13.779013562202454, "adversarial_training_accuracy": 39.125, "validation_accuracy": 44.0625, "validation_loss": 0.10376962305357058, "adversarial_validation_accuracy": 16.145833333333332, "adversarial_validation_loss": 0.15641921771069367, "average_validation_accuracy": 30.104166666666664}, {"training_loss": 13.769354648590088, "training_accuracy": 45.5625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 47.5, "validation_loss": 0.09293404581646124, "adversarial_validation_accuracy": 14.583333333333334, "adversarial_validation_loss": 0.15166805163025857, "average_validation_accuracy": 31.041666666666668}, {"training_loss": 13.768718423843383, "training_accuracy": 45.8125, "adversarial_training_loss": 13.777856087684631, "adversarial_training_accuracy": 40.0625, "validation_accuracy": 45.208333333333336, "validation_loss": 0.10162790268659591, "adversarial_validation_accuracy": 16.5625, "adversarial_validation_loss": 0.15336926405628523, "average_validation_accuracy": 30.885416666666668}, {"training_loss": 13.768463258743287, "training_accuracy": 46.84375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 51.041666666666664, "validation_loss": 0.09132480553040902, "adversarial_validation_accuracy": 16.666666666666668, "adversarial_validation_loss": 0.14708933904767035, "average_validation_accuracy": 33.854166666666664}, {"training_loss": 13.76845880508423, "training_accuracy": 46.625, "adversarial_training_loss": 13.778804707527161, "adversarial_training_accuracy": 40.09375, "validation_accuracy": 43.854166666666664, "validation_loss": 0.10244088725497326, "adversarial_validation_accuracy": 18.229166666666668, "adversarial_validation_loss": 0.15784748010337352, "average_validation_accuracy": 31.041666666666664}, {"training_loss": 13.769724130630493, "training_accuracy": 46.4375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.479166666666664, "validation_loss": 0.08999710256854693, "adversarial_validation_accuracy": 16.145833333333332, "adversarial_validation_loss": 0.1493035513907671, "average_validation_accuracy": 32.8125}, {"training_loss": 13.76797375679016, "training_accuracy": 47.625, "adversarial_training_loss": 13.778968086242676, "adversarial_training_accuracy": 40.125, "validation_accuracy": 45.104166666666664, "validation_loss": 0.09817772116512061, "adversarial_validation_accuracy": 15.520833333333334, "adversarial_validation_loss": 0.18576140354077023, "average_validation_accuracy": 30.3125}, {"training_loss": 13.767331247329713, "training_accuracy": 47.53125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 50.208333333333336, "validation_loss": 0.08957380875945091, "adversarial_validation_accuracy": 16.666666666666668, "adversarial_validation_loss": 0.14835608440140882, "average_validation_accuracy": 33.4375}, {"training_loss": 13.76935468196869, "training_accuracy": 46.6875, "adversarial_training_loss": 13.779410028457642, "adversarial_training_accuracy": 39.125, "validation_accuracy": 45.625, "validation_loss": 0.10212663188576698, "adversarial_validation_accuracy": 16.5625, "adversarial_validation_loss": 0.14455704316496848, "average_validation_accuracy": 31.09375}, {"training_loss": 13.768924202919006, "training_accuracy": 46.15625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.270833333333336, "validation_loss": 0.09154227934777737, "adversarial_validation_accuracy": 15.208333333333334, "adversarial_validation_loss": 0.15119490784903367, "average_validation_accuracy": 32.239583333333336}, {"training_loss": 13.7683549451828, "training_accuracy": 46.46875, "adversarial_training_loss": 13.77916498184204, "adversarial_training_accuracy": 38.78125, "validation_accuracy": 44.895833333333336, "validation_loss": 0.10094748840977748, "adversarial_validation_accuracy": 19.166666666666668, "adversarial_validation_loss": 0.1466398134827614, "average_validation_accuracy": 32.03125}, {"training_loss": 13.76921010017395, "training_accuracy": 45.96875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 48.229166666666664, "validation_loss": 0.09185238822052876, "adversarial_validation_accuracy": 14.583333333333334, "adversarial_validation_loss": 0.1513714132209619, "average_validation_accuracy": 31.40625}, {"training_loss": 13.769247393608094, "training_accuracy": 46.09375, "adversarial_training_loss": 13.778681063652039, "adversarial_training_accuracy": 39.6875, "validation_accuracy": 44.479166666666664, "validation_loss": 0.10533601014564435, "adversarial_validation_accuracy": 14.270833333333334, "adversarial_validation_loss": 0.15299372387429078, "average_validation_accuracy": 29.375}, {"training_loss": 13.768635020256042, "training_accuracy": 46.96875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 50.104166666666664, "validation_loss": 0.09324800577014684, "adversarial_validation_accuracy": 16.354166666666668, "adversarial_validation_loss": 0.1473175346851349, "average_validation_accuracy": 33.229166666666664}, {"training_loss": 13.769086198806763, "training_accuracy": 46.34375, "adversarial_training_loss": 13.779275097846984, "adversarial_training_accuracy": 38.6875, "validation_accuracy": 43.75, "validation_loss": 0.102681169907252, "adversarial_validation_accuracy": 17.395833333333332, "adversarial_validation_loss": 0.15840596904357274, "average_validation_accuracy": 30.572916666666664}, {"training_loss": 13.767182850837708, "training_accuracy": 47.53125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 50.0, "validation_loss": 0.09288335976501307, "adversarial_validation_accuracy": 15.833333333333334, "adversarial_validation_loss": 0.14653334580361843, "average_validation_accuracy": 32.916666666666664}, {"training_loss": 13.768087372779846, "training_accuracy": 46.3125, "adversarial_training_loss": 13.77818344593048, "adversarial_training_accuracy": 39.71875, "validation_accuracy": 43.75, "validation_loss": 0.10297363735735417, "adversarial_validation_accuracy": 17.395833333333332, "adversarial_validation_loss": 0.14196364966531594, "average_validation_accuracy": 30.572916666666664}, {"training_loss": 13.767822980880737, "training_accuracy": 46.59375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 50.416666666666664, "validation_loss": 0.0931119354441762, "adversarial_validation_accuracy": 16.25, "adversarial_validation_loss": 0.14879055420557658, "average_validation_accuracy": 33.33333333333333}, {"training_loss": 13.768368330001831, "training_accuracy": 46.25, "adversarial_training_loss": 13.77851951122284, "adversarial_training_accuracy": 38.6875, "validation_accuracy": 43.333333333333336, "validation_loss": 0.10564353136966625, "adversarial_validation_accuracy": 17.291666666666668, "adversarial_validation_loss": 0.1457232063015302, "average_validation_accuracy": 30.3125}], "0.0064": [{"training_loss": 13.042242150306702, "training_accuracy": 31.59375, "adversarial_training_loss": 13.036740393638611, "adversarial_training_accuracy": 30.59375, "validation_accuracy": 34.479166666666664, "validation_loss": 0.12336431095997492, "adversarial_validation_accuracy": 11.041666666666666, "adversarial_validation_loss": 0.15025405399501324, "average_validation_accuracy": 22.760416666666664}, {"training_loss": 11.75773799419403, "training_accuracy": 36.6875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 37.604166666666664, "validation_loss": 0.11148158436020215, "adversarial_validation_accuracy": 16.25, "adversarial_validation_loss": 0.151378408446908, "average_validation_accuracy": 26.927083333333332}, {"training_loss": 10.702627906799316, "training_accuracy": 33.21875, "adversarial_training_loss": 10.700002737045288, "adversarial_training_accuracy": 30.78125, "validation_accuracy": 26.770833333333332, "validation_loss": 0.14687570196886857, "adversarial_validation_accuracy": 14.166666666666666, "adversarial_validation_loss": 0.14957610964775087, "average_validation_accuracy": 20.46875}, {"training_loss": 9.734533925056457, "training_accuracy": 38.125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 36.979166666666664, "validation_loss": 0.12776640007893245, "adversarial_validation_accuracy": 15.9375, "adversarial_validation_loss": 0.14164059795439243, "average_validation_accuracy": 26.458333333333332}, {"training_loss": 8.941009182929992, "training_accuracy": 33.625, "adversarial_training_loss": 8.93701271533966, "adversarial_training_accuracy": 32.71875, "validation_accuracy": 26.145833333333332, "validation_loss": 0.2257024729003509, "adversarial_validation_accuracy": 10.729166666666666, "adversarial_validation_loss": 0.32567287385463717, "average_validation_accuracy": 18.4375}, {"training_loss": 8.192591502666474, "training_accuracy": 37.78125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 32.604166666666664, "validation_loss": 0.16364339490731558, "adversarial_validation_accuracy": 14.270833333333334, "adversarial_validation_loss": 0.1451438244432211, "average_validation_accuracy": 23.4375}, {"training_loss": 7.593518900871277, "training_accuracy": 35.75, "adversarial_training_loss": 7.58948276758194, "adversarial_training_accuracy": 34.84375, "validation_accuracy": 36.875, "validation_loss": 0.11607593807081382, "adversarial_validation_accuracy": 10.520833333333334, "adversarial_validation_loss": 0.19941070973873137, "average_validation_accuracy": 23.697916666666668}, {"training_loss": 7.072331762313842, "training_accuracy": 43.3125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 43.541666666666664, "validation_loss": 0.10202469093104204, "adversarial_validation_accuracy": 16.458333333333332, "adversarial_validation_loss": 0.14403453978399436, "average_validation_accuracy": 30.0}, {"training_loss": 6.91561395406723, "training_accuracy": 41.59375, "adversarial_training_loss": 6.919187123775482, "adversarial_training_accuracy": 37.125, "validation_accuracy": 38.125, "validation_loss": 0.11428421425322692, "adversarial_validation_accuracy": 13.020833333333334, "adversarial_validation_loss": 0.150315248593688, "average_validation_accuracy": 25.572916666666668}, {"training_loss": 6.752416636943817, "training_accuracy": 45.78125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 45.104166666666664, "validation_loss": 0.10095684540768464, "adversarial_validation_accuracy": 14.166666666666666, "adversarial_validation_loss": 0.15839223377406597, "average_validation_accuracy": 29.635416666666664}, {"training_loss": 6.6294515466690065, "training_accuracy": 42.375, "adversarial_training_loss": 6.632372398376464, "adversarial_training_accuracy": 38.59375, "validation_accuracy": 41.875, "validation_loss": 0.10826531605174144, "adversarial_validation_accuracy": 21.25, "adversarial_validation_loss": 0.13464018839100997, "average_validation_accuracy": 31.5625}, {"training_loss": 6.485516061782837, "training_accuracy": 43.90625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 44.791666666666664, "validation_loss": 0.09668854158371687, "adversarial_validation_accuracy": 16.875, "adversarial_validation_loss": 0.14532316935559114, "average_validation_accuracy": 30.833333333333332}, {"training_loss": 6.378768336772919, "training_accuracy": 42.03125, "adversarial_training_loss": 6.382963335514068, "adversarial_training_accuracy": 37.84375, "validation_accuracy": 32.604166666666664, "validation_loss": 0.16715532094240187, "adversarial_validation_accuracy": 14.0625, "adversarial_validation_loss": 0.16996851675212382, "average_validation_accuracy": 23.333333333333332}, {"training_loss": 6.248869633674621, "training_accuracy": 45.375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 41.666666666666664, "validation_loss": 0.11141317871709665, "adversarial_validation_accuracy": 16.666666666666668, "adversarial_validation_loss": 0.15269497446715832, "average_validation_accuracy": 29.166666666666664}, {"training_loss": 6.162361562252045, "training_accuracy": 47.0, "adversarial_training_loss": 6.1705254721641545, "adversarial_training_accuracy": 40.125, "validation_accuracy": 37.916666666666664, "validation_loss": 0.14158451575785874, "adversarial_validation_accuracy": 20.729166666666668, "adversarial_validation_loss": 0.1497802421450615, "average_validation_accuracy": 29.322916666666664}, {"training_loss": 6.118664336204529, "training_accuracy": 48.96875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 47.708333333333336, "validation_loss": 0.09655715562403203, "adversarial_validation_accuracy": 12.916666666666666, "adversarial_validation_loss": 0.15982598798970382, "average_validation_accuracy": 30.3125}, {"training_loss": 6.0956020927429195, "training_accuracy": 47.65625, "adversarial_training_loss": 6.103655984401703, "adversarial_training_accuracy": 42.09375, "validation_accuracy": 45.520833333333336, "validation_loss": 0.10441974457353354, "adversarial_validation_accuracy": 18.020833333333332, "adversarial_validation_loss": 0.15224657021462917, "average_validation_accuracy": 31.770833333333336}, {"training_loss": 6.059072608947754, "training_accuracy": 49.375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 47.916666666666664, "validation_loss": 0.096533591983219, "adversarial_validation_accuracy": 14.166666666666666, "adversarial_validation_loss": 0.16228989114363987, "average_validation_accuracy": 31.041666666666664}, {"training_loss": 6.038999876976013, "training_accuracy": 46.46875, "adversarial_training_loss": 6.046251490116119, "adversarial_training_accuracy": 41.78125, "validation_accuracy": 43.020833333333336, "validation_loss": 0.10291045481959979, "adversarial_validation_accuracy": 14.270833333333334, "adversarial_validation_loss": 0.15914578922092915, "average_validation_accuracy": 28.645833333333336}, {"training_loss": 6.004862277507782, "training_accuracy": 48.9375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 49.166666666666664, "validation_loss": 0.0935508182272315, "adversarial_validation_accuracy": 16.25, "adversarial_validation_loss": 0.14926580637693404, "average_validation_accuracy": 32.70833333333333}, {"training_loss": 5.98362914800644, "training_accuracy": 48.6875, "adversarial_training_loss": 5.993149492740631, "adversarial_training_accuracy": 40.1875, "validation_accuracy": 43.020833333333336, "validation_loss": 0.10849533366660277, "adversarial_validation_accuracy": 15.729166666666666, "adversarial_validation_loss": 0.17558033913373947, "average_validation_accuracy": 29.375}, {"training_loss": 5.951355354785919, "training_accuracy": 49.875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 52.8125, "validation_loss": 0.08613774018983046, "adversarial_validation_accuracy": 12.916666666666666, "adversarial_validation_loss": 0.15756831057369708, "average_validation_accuracy": 32.864583333333336}, {"training_loss": 5.940219762325287, "training_accuracy": 49.4375, "adversarial_training_loss": 5.949188783168792, "adversarial_training_accuracy": 42.34375, "validation_accuracy": 46.458333333333336, "validation_loss": 0.09817426440616449, "adversarial_validation_accuracy": 15.104166666666666, "adversarial_validation_loss": 0.16969181175033252, "average_validation_accuracy": 30.78125}, {"training_loss": 5.929250948429107, "training_accuracy": 50.5625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 51.770833333333336, "validation_loss": 0.09018803325792153, "adversarial_validation_accuracy": 11.666666666666666, "adversarial_validation_loss": 0.1592260460058848, "average_validation_accuracy": 31.71875}, {"training_loss": 5.924484767913818, "training_accuracy": 49.1875, "adversarial_training_loss": 5.9339454650878904, "adversarial_training_accuracy": 44.4375, "validation_accuracy": 45.833333333333336, "validation_loss": 0.10002122794588407, "adversarial_validation_accuracy": 16.145833333333332, "adversarial_validation_loss": 0.17559809125959874, "average_validation_accuracy": 30.989583333333336}, {"training_loss": 5.915472586154937, "training_accuracy": 49.6875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 53.125, "validation_loss": 0.08836483831206958, "adversarial_validation_accuracy": 12.5, "adversarial_validation_loss": 0.15631878674030303, "average_validation_accuracy": 32.8125}, {"training_loss": 5.90994039773941, "training_accuracy": 48.53125, "adversarial_training_loss": 5.919548952579499, "adversarial_training_accuracy": 44.15625, "validation_accuracy": 46.770833333333336, "validation_loss": 0.09928835810472568, "adversarial_validation_accuracy": 18.020833333333332, "adversarial_validation_loss": 0.16469681511322656, "average_validation_accuracy": 32.395833333333336}, {"training_loss": 5.9007844376564025, "training_accuracy": 49.6875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 50.833333333333336, "validation_loss": 0.08905643721421559, "adversarial_validation_accuracy": 17.604166666666668, "adversarial_validation_loss": 0.1558766609678666, "average_validation_accuracy": 34.21875}, {"training_loss": 5.892973606586456, "training_accuracy": 51.78125, "adversarial_training_loss": 5.902660684585571, "adversarial_training_accuracy": 44.1875, "validation_accuracy": 49.6875, "validation_loss": 0.09635564063986142, "adversarial_validation_accuracy": 18.854166666666668, "adversarial_validation_loss": 0.16780374844868978, "average_validation_accuracy": 34.270833333333336}, {"training_loss": 5.888377923965454, "training_accuracy": 52.4375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 53.020833333333336, "validation_loss": 0.08699345607310534, "adversarial_validation_accuracy": 13.125, "adversarial_validation_loss": 0.159366629148523, "average_validation_accuracy": 33.07291666666667}, {"training_loss": 5.887236378192902, "training_accuracy": 51.1875, "adversarial_training_loss": 5.897840442657471, "adversarial_training_accuracy": 43.59375, "validation_accuracy": 50.625, "validation_loss": 0.09855890013277531, "adversarial_validation_accuracy": 17.083333333333332, "adversarial_validation_loss": 0.15670412393907707, "average_validation_accuracy": 33.854166666666664}, {"training_loss": 5.88454597234726, "training_accuracy": 52.5, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 53.75, "validation_loss": 0.08522811600317558, "adversarial_validation_accuracy": 12.5, "adversarial_validation_loss": 0.16898148780067762, "average_validation_accuracy": 33.125}, {"training_loss": 5.883573145866394, "training_accuracy": 51.5625, "adversarial_training_loss": 5.89323772907257, "adversarial_training_accuracy": 44.1875, "validation_accuracy": 48.958333333333336, "validation_loss": 0.1020458352441589, "adversarial_validation_accuracy": 15.625, "adversarial_validation_loss": 0.15620592075089615, "average_validation_accuracy": 32.29166666666667}, {"training_loss": 5.881224448680878, "training_accuracy": 50.6875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 53.333333333333336, "validation_loss": 0.08887158731619517, "adversarial_validation_accuracy": 12.5, "adversarial_validation_loss": 0.16285721908013026, "average_validation_accuracy": 32.91666666666667}, {"training_loss": 5.881006112098694, "training_accuracy": 50.90625, "adversarial_training_loss": 5.890567390918732, "adversarial_training_accuracy": 44.65625, "validation_accuracy": 48.229166666666664, "validation_loss": 0.10088149184981982, "adversarial_validation_accuracy": 17.395833333333332, "adversarial_validation_loss": 0.15725177886585395, "average_validation_accuracy": 32.8125}, {"training_loss": 5.874807307720184, "training_accuracy": 52.8125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 54.583333333333336, "validation_loss": 0.08514336586619417, "adversarial_validation_accuracy": 11.770833333333334, "adversarial_validation_loss": 0.1665196088453134, "average_validation_accuracy": 33.177083333333336}, {"training_loss": 5.874084224700928, "training_accuracy": 52.90625, "adversarial_training_loss": 5.883782184123993, "adversarial_training_accuracy": 46.09375, "validation_accuracy": 46.666666666666664, "validation_loss": 0.10025991424918175, "adversarial_validation_accuracy": 17.604166666666668, "adversarial_validation_loss": 0.17379211609562237, "average_validation_accuracy": 32.135416666666664}, {"training_loss": 5.873862674236298, "training_accuracy": 52.75, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 53.4375, "validation_loss": 0.08779282427082459, "adversarial_validation_accuracy": 15.520833333333334, "adversarial_validation_loss": 0.1557073215643565, "average_validation_accuracy": 34.479166666666664}, {"training_loss": 5.872800242900849, "training_accuracy": 52.0625, "adversarial_training_loss": 5.883650176525116, "adversarial_training_accuracy": 46.4375, "validation_accuracy": 46.458333333333336, "validation_loss": 0.103643012419343, "adversarial_validation_accuracy": 16.354166666666668, "adversarial_validation_loss": 0.147248475253582, "average_validation_accuracy": 31.40625}, {"training_loss": 5.872571198940277, "training_accuracy": 51.40625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 54.583333333333336, "validation_loss": 0.08801227236787477, "adversarial_validation_accuracy": 12.083333333333334, "adversarial_validation_loss": 0.17068870961666108, "average_validation_accuracy": 33.333333333333336}, {"training_loss": 5.871636190414429, "training_accuracy": 53.65625, "adversarial_training_loss": 5.8826228976249695, "adversarial_training_accuracy": 46.09375, "validation_accuracy": 49.0625, "validation_loss": 0.09817265309393405, "adversarial_validation_accuracy": 14.0625, "adversarial_validation_loss": 0.1943087361752987, "average_validation_accuracy": 31.5625}, {"training_loss": 5.871448574066162, "training_accuracy": 52.21875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 52.8125, "validation_loss": 0.0869815976669391, "adversarial_validation_accuracy": 12.5, "adversarial_validation_loss": 0.16156751240293185, "average_validation_accuracy": 32.65625}, {"training_loss": 5.871358358860016, "training_accuracy": 52.84375, "adversarial_training_loss": 5.882279651165009, "adversarial_training_accuracy": 45.71875, "validation_accuracy": 45.208333333333336, "validation_loss": 0.10804325304925441, "adversarial_validation_accuracy": 18.854166666666668, "adversarial_validation_loss": 0.16109699085354806, "average_validation_accuracy": 32.03125}, {"training_loss": 5.8681716322898865, "training_accuracy": 53.34375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 53.541666666666664, "validation_loss": 0.08841777555644512, "adversarial_validation_accuracy": 13.333333333333334, "adversarial_validation_loss": 0.1696397048731645, "average_validation_accuracy": 33.4375}, {"training_loss": 5.870000011920929, "training_accuracy": 52.5, "adversarial_training_loss": 5.880567240715027, "adversarial_training_accuracy": 45.59375, "validation_accuracy": 49.583333333333336, "validation_loss": 0.09769250676035882, "adversarial_validation_accuracy": 19.0625, "adversarial_validation_loss": 0.15205467827618122, "average_validation_accuracy": 34.32291666666667}, {"training_loss": 5.868769664764404, "training_accuracy": 53.0625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 53.4375, "validation_loss": 0.08717572515209517, "adversarial_validation_accuracy": 12.291666666666666, "adversarial_validation_loss": 0.17081487799684206, "average_validation_accuracy": 32.864583333333336}, {"training_loss": 5.869560697078705, "training_accuracy": 52.84375, "adversarial_training_loss": 5.880657358169556, "adversarial_training_accuracy": 45.34375, "validation_accuracy": 49.895833333333336, "validation_loss": 0.09608501164863507, "adversarial_validation_accuracy": 18.541666666666668, "adversarial_validation_loss": 0.1742103512088458, "average_validation_accuracy": 34.21875}, {"training_loss": 5.869401848316192, "training_accuracy": 53.15625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 54.479166666666664, "validation_loss": 0.08730133703599373, "adversarial_validation_accuracy": 14.270833333333334, "adversarial_validation_loss": 0.16380087087551753, "average_validation_accuracy": 34.375}, {"training_loss": 5.8692062997817995, "training_accuracy": 52.1875, "adversarial_training_loss": 5.8815844631195064, "adversarial_training_accuracy": 45.5, "validation_accuracy": 49.0625, "validation_loss": 0.10037331382433573, "adversarial_validation_accuracy": 15.3125, "adversarial_validation_loss": 0.18919473613301913, "average_validation_accuracy": 32.1875}, {"training_loss": 5.868218865394592, "training_accuracy": 53.5625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 53.541666666666664, "validation_loss": 0.08770784835020701, "adversarial_validation_accuracy": 11.145833333333334, "adversarial_validation_loss": 0.1744333453476429, "average_validation_accuracy": 32.34375}, {"training_loss": 5.870570554733276, "training_accuracy": 50.8125, "adversarial_training_loss": 5.881242318153381, "adversarial_training_accuracy": 44.53125, "validation_accuracy": 50.0, "validation_loss": 0.098041672197481, "adversarial_validation_accuracy": 14.0625, "adversarial_validation_loss": 0.1666855325301488, "average_validation_accuracy": 32.03125}, {"training_loss": 5.8690144109725955, "training_accuracy": 51.78125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 52.916666666666664, "validation_loss": 0.08744762074202299, "adversarial_validation_accuracy": 18.541666666666668, "adversarial_validation_loss": 0.14712237579127152, "average_validation_accuracy": 35.729166666666664}, {"training_loss": 5.869758515357971, "training_accuracy": 52.0, "adversarial_training_loss": 5.880440969467163, "adversarial_training_accuracy": 45.0625, "validation_accuracy": 47.291666666666664, "validation_loss": 0.10034157714496056, "adversarial_validation_accuracy": 14.6875, "adversarial_validation_loss": 0.1638641701390346, "average_validation_accuracy": 30.989583333333332}, {"training_loss": 5.868760054111481, "training_accuracy": 52.625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 50.833333333333336, "validation_loss": 0.08938439935445786, "adversarial_validation_accuracy": 14.0625, "adversarial_validation_loss": 0.16388678873578708, "average_validation_accuracy": 32.44791666666667}, {"training_loss": 5.869468832015992, "training_accuracy": 52.34375, "adversarial_training_loss": 5.880243518352509, "adversarial_training_accuracy": 44.59375, "validation_accuracy": 48.333333333333336, "validation_loss": 0.09679297140489022, "adversarial_validation_accuracy": 13.4375, "adversarial_validation_loss": 0.17533858058353266, "average_validation_accuracy": 30.885416666666668}, {"training_loss": 5.8686314606666565, "training_accuracy": 52.65625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 55.416666666666664, "validation_loss": 0.08615326353659232, "adversarial_validation_accuracy": 12.8125, "adversarial_validation_loss": 0.17168816352883975, "average_validation_accuracy": 34.11458333333333}, {"training_loss": 5.868897838592529, "training_accuracy": 52.34375, "adversarial_training_loss": 5.879571187496185, "adversarial_training_accuracy": 45.65625, "validation_accuracy": 47.5, "validation_loss": 0.10247409405807655, "adversarial_validation_accuracy": 18.958333333333332, "adversarial_validation_loss": 0.17141497482856113, "average_validation_accuracy": 33.229166666666664}, {"training_loss": 5.8684242248535154, "training_accuracy": 53.5, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 52.1875, "validation_loss": 0.08698589025686185, "adversarial_validation_accuracy": 14.0625, "adversarial_validation_loss": 0.16222286683817705, "average_validation_accuracy": 33.125}, {"training_loss": 5.868157970905304, "training_accuracy": 52.28125, "adversarial_training_loss": 5.878325960636139, "adversarial_training_accuracy": 45.59375, "validation_accuracy": 52.708333333333336, "validation_loss": 0.09215167832250397, "adversarial_validation_accuracy": 12.395833333333334, "adversarial_validation_loss": 0.17124870146314303, "average_validation_accuracy": 32.552083333333336}, {"training_loss": 5.868799636363983, "training_accuracy": 52.1875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 51.875, "validation_loss": 0.08645246780167024, "adversarial_validation_accuracy": 13.854166666666666, "adversarial_validation_loss": 0.1548536017537117, "average_validation_accuracy": 32.864583333333336}], "0.0079": [{"training_loss": 5.868984608650208, "training_accuracy": 51.75, "adversarial_training_loss": 5.88000236749649, "adversarial_training_accuracy": 46.1875, "validation_accuracy": 49.583333333333336, "validation_loss": 0.09611460597564776, "adversarial_validation_accuracy": 17.708333333333332, "adversarial_validation_loss": 0.14596337315936883, "average_validation_accuracy": 33.645833333333336}, {"training_loss": 5.868462808132172, "training_accuracy": 52.5625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 52.291666666666664, "validation_loss": 0.08792559237529834, "adversarial_validation_accuracy": 13.125, "adversarial_validation_loss": 0.15577201495567958, "average_validation_accuracy": 32.70833333333333}, {"training_loss": 5.869401218891144, "training_accuracy": 53.03125, "adversarial_training_loss": 5.879159021377563, "adversarial_training_accuracy": 45.5, "validation_accuracy": 51.354166666666664, "validation_loss": 0.09430135258783896, "adversarial_validation_accuracy": 16.5625, "adversarial_validation_loss": 0.1679168574512005, "average_validation_accuracy": 33.95833333333333}, {"training_loss": 5.868424088954925, "training_accuracy": 52.78125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 55.520833333333336, "validation_loss": 0.0852930810302496, "adversarial_validation_accuracy": 14.166666666666666, "adversarial_validation_loss": 0.1571976265559594, "average_validation_accuracy": 34.84375}, {"training_loss": 5.869693534374237, "training_accuracy": 50.53125, "adversarial_training_loss": 5.879511404037475, "adversarial_training_accuracy": 46.46875, "validation_accuracy": 49.791666666666664, "validation_loss": 0.09564621100823084, "adversarial_validation_accuracy": 13.020833333333334, "adversarial_validation_loss": 0.16490384725232918, "average_validation_accuracy": 31.40625}, {"training_loss": 5.868188714981079, "training_accuracy": 52.03125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 52.1875, "validation_loss": 0.08593586944043637, "adversarial_validation_accuracy": 15.3125, "adversarial_validation_loss": 0.156526825701197, "average_validation_accuracy": 33.75}, {"training_loss": 5.869298367500305, "training_accuracy": 52.0625, "adversarial_training_loss": 5.88045294046402, "adversarial_training_accuracy": 45.5, "validation_accuracy": 48.75, "validation_loss": 0.09854123101880154, "adversarial_validation_accuracy": 19.375, "adversarial_validation_loss": 0.16844135696689289, "average_validation_accuracy": 34.0625}, {"training_loss": 5.867997479438782, "training_accuracy": 53.90625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 54.0625, "validation_loss": 0.08623078043262164, "adversarial_validation_accuracy": 15.416666666666666, "adversarial_validation_loss": 0.15362160702546437, "average_validation_accuracy": 34.739583333333336}, {"training_loss": 5.869385993480682, "training_accuracy": 51.6875, "adversarial_training_loss": 5.880006248950958, "adversarial_training_accuracy": 45.3125, "validation_accuracy": 50.104166666666664, "validation_loss": 0.09562865893046062, "adversarial_validation_accuracy": 17.604166666666668, "adversarial_validation_loss": 0.16615516804158686, "average_validation_accuracy": 33.854166666666664}, {"training_loss": 5.868065295219421, "training_accuracy": 52.4375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 51.145833333333336, "validation_loss": 0.08846628790100415, "adversarial_validation_accuracy": 15.208333333333334, "adversarial_validation_loss": 0.1555926653246085, "average_validation_accuracy": 33.177083333333336}, {"training_loss": 5.8675438189506535, "training_accuracy": 52.4375, "adversarial_training_loss": 5.879535684585571, "adversarial_training_accuracy": 44.8125, "validation_accuracy": 45.729166666666664, "validation_loss": 0.10527224193016688, "adversarial_validation_accuracy": 18.333333333333332, "adversarial_validation_loss": 0.16348740607500076, "average_validation_accuracy": 32.03125}, {"training_loss": 5.869406018257141, "training_accuracy": 52.3125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 53.75, "validation_loss": 0.08739868781218926, "adversarial_validation_accuracy": 15.729166666666666, "adversarial_validation_loss": 0.1508930246035258, "average_validation_accuracy": 34.739583333333336}, {"training_loss": 5.869040462970734, "training_accuracy": 51.96875, "adversarial_training_loss": 5.879899489879608, "adversarial_training_accuracy": 45.0, "validation_accuracy": 47.916666666666664, "validation_loss": 0.1016622370108962, "adversarial_validation_accuracy": 15.729166666666666, "adversarial_validation_loss": 0.17352451371649902, "average_validation_accuracy": 31.822916666666664}, {"training_loss": 5.868176002502441, "training_accuracy": 52.1875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 54.479166666666664, "validation_loss": 0.08803600010772546, "adversarial_validation_accuracy": 14.375, "adversarial_validation_loss": 0.16085014243920645, "average_validation_accuracy": 34.42708333333333}, {"training_loss": 5.867853863239288, "training_accuracy": 53.8125, "adversarial_training_loss": 5.877897088527679, "adversarial_training_accuracy": 46.71875, "validation_accuracy": 50.833333333333336, "validation_loss": 0.09755761058380207, "adversarial_validation_accuracy": 19.0625, "adversarial_validation_loss": 0.16162027418613434, "average_validation_accuracy": 34.94791666666667}, {"training_loss": 5.8682011795043945, "training_accuracy": 53.9375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 54.270833333333336, "validation_loss": 0.08613064847886562, "adversarial_validation_accuracy": 16.25, "adversarial_validation_loss": 0.15785008097688358, "average_validation_accuracy": 35.26041666666667}, {"training_loss": 5.870206880569458, "training_accuracy": 52.5625, "adversarial_training_loss": 5.88066314458847, "adversarial_training_accuracy": 44.28125, "validation_accuracy": 51.25, "validation_loss": 0.09694551782061657, "adversarial_validation_accuracy": 14.270833333333334, "adversarial_validation_loss": 0.16727873422205447, "average_validation_accuracy": 32.760416666666664}, {"training_loss": 5.868438010215759, "training_accuracy": 52.71875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 53.229166666666664, "validation_loss": 0.08684250817944607, "adversarial_validation_accuracy": 13.125, "adversarial_validation_loss": 0.16502698610226313, "average_validation_accuracy": 33.17708333333333}, {"training_loss": 5.8690591096878055, "training_accuracy": 52.34375, "adversarial_training_loss": 5.880079965591431, "adversarial_training_accuracy": 45.8125, "validation_accuracy": 48.4375, "validation_loss": 0.09747914187610149, "adversarial_validation_accuracy": 13.020833333333334, "adversarial_validation_loss": 0.19512295375267666, "average_validation_accuracy": 30.729166666666668}, {"training_loss": 5.86790198802948, "training_accuracy": 52.65625, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 54.270833333333336, "validation_loss": 0.08739336679379145, "adversarial_validation_accuracy": 11.875, "adversarial_validation_loss": 0.16670569131771723, "average_validation_accuracy": 33.07291666666667}, {"training_loss": 5.870348129272461, "training_accuracy": 51.71875, "adversarial_training_loss": 5.880157344341278, "adversarial_training_accuracy": 45.9375, "validation_accuracy": 49.895833333333336, "validation_loss": 0.09871714736024538, "adversarial_validation_accuracy": 16.041666666666668, "adversarial_validation_loss": 0.1584352996200323, "average_validation_accuracy": 32.96875}, {"training_loss": 5.868598511219025, "training_accuracy": 52.03125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 54.6875, "validation_loss": 0.08534684007366498, "adversarial_validation_accuracy": 15.208333333333334, "adversarial_validation_loss": 0.15754986455043157, "average_validation_accuracy": 34.947916666666664}, {"training_loss": 5.86862761259079, "training_accuracy": 52.34375, "adversarial_training_loss": 5.880394101142883, "adversarial_training_accuracy": 44.71875, "validation_accuracy": 48.75, "validation_loss": 0.09583439609656731, "adversarial_validation_accuracy": 17.708333333333332, "adversarial_validation_loss": 0.16831904562811056, "average_validation_accuracy": 33.229166666666664}, {"training_loss": 5.8681398558616635, "training_accuracy": 52.34375, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 53.75, "validation_loss": 0.0868332160015901, "adversarial_validation_accuracy": 13.645833333333334, "adversarial_validation_loss": 0.15134783250590164, "average_validation_accuracy": 33.697916666666664}, {"training_loss": 5.86779736995697, "training_accuracy": 52.40625, "adversarial_training_loss": 5.879223265647888, "adversarial_training_accuracy": 45.0, "validation_accuracy": 49.583333333333336, "validation_loss": 0.09782697421809038, "adversarial_validation_accuracy": 16.145833333333332, "adversarial_validation_loss": 0.171250382065773, "average_validation_accuracy": 32.864583333333336}, {"training_loss": 5.869084692001342, "training_accuracy": 52.1875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 52.1875, "validation_loss": 0.08762600769599278, "adversarial_validation_accuracy": 15.520833333333334, "adversarial_validation_loss": 0.15071772796412308, "average_validation_accuracy": 33.854166666666664}, {"training_loss": 5.869265263080597, "training_accuracy": 52.40625, "adversarial_training_loss": 5.880334684848785, "adversarial_training_accuracy": 44.65625, "validation_accuracy": 49.479166666666664, "validation_loss": 0.09347018140057722, "adversarial_validation_accuracy": 15.3125, "adversarial_validation_loss": 0.1679348687330882, "average_validation_accuracy": 32.39583333333333}, {"training_loss": 5.86919225692749, "training_accuracy": 51.875, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 55.833333333333336, "validation_loss": 0.08454501864810784, "adversarial_validation_accuracy": 11.979166666666666, "adversarial_validation_loss": 0.165103862931331, "average_validation_accuracy": 33.90625}, {"training_loss": 5.8683692479133605, "training_accuracy": 53.34375, "adversarial_training_loss": 5.879270977973938, "adversarial_training_accuracy": 45.21875, "validation_accuracy": 47.8125, "validation_loss": 0.09579980373382568, "adversarial_validation_accuracy": 18.75, "adversarial_validation_loss": 0.1564994746198257, "average_validation_accuracy": 33.28125}, {"training_loss": 5.867398946285248, "training_accuracy": 53.28125, "adversarial_training_loss": 0, "adversarial_training_accuracy": 0, "validation_accuracy": 54.166666666666664, "validation_loss": 0.08818948964277903, "adversarial_validation_accuracy": 13.958333333333334, "adversarial_validation_loss": 0.15300184960166613, "average_validation_accuracy": 34.0625}, {"training_loss": 5.868644781112671, "training_accuracy": 52.125, "adversarial_training_loss": 5.879405677318573, "adversarial_training_accuracy": 45.6875, "validation_accuracy": 48.125, "validation_loss": 0.09982087872922421, "adversarial_validation_accuracy": 13.229166666666666, "adversarial_validation_loss": 0.18239503328998882, "average_validation_accuracy": 30.677083333333332}], "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": []}