{"0.001": [{"training_loss": 0.06430437797680497, "training_accuracy": 24.8828125, "adversarial_training_loss": 0.07014586888253689, "adversarial_training_accuracy": 14.0625, "validation_accuracy": 27.4, "validation_loss": 0.05958282685279846, "adversarial_validation_accuracy": 14.9, "adversarial_validation_loss": 0.04634367251396179, "average_validation_accuracy": 21.15}, {"training_loss": 0.059774944093078375, "training_accuracy": 36.0546875, "adversarial_training_loss": 0.06321630692109466, "adversarial_training_accuracy": 26.953125, "validation_accuracy": 33.2, "validation_loss": 0.03970485544204712, "adversarial_validation_accuracy": 21.0, "adversarial_validation_loss": 0.04821480321884155, "average_validation_accuracy": 27.1}, {"training_loss": 0.0575733951292932, "training_accuracy": 41.0546875, "adversarial_training_loss": 0.06092938585206866, "adversarial_training_accuracy": 31.875, "validation_accuracy": 35.5, "validation_loss": 0.035881340742111204, "adversarial_validation_accuracy": 15.6, "adversarial_validation_loss": 0.052031361818313596, "average_validation_accuracy": 25.55}, {"training_loss": 0.05669015431776643, "training_accuracy": 41.640625, "adversarial_training_loss": 0.05972932605072856, "adversarial_training_accuracy": 33.59375, "validation_accuracy": 37.0, "validation_loss": 0.03716907227039337, "adversarial_validation_accuracy": 15.7, "adversarial_validation_loss": 0.04884247851371765, "average_validation_accuracy": 26.35}, {"training_loss": 0.05510943960398436, "training_accuracy": 44.53125, "adversarial_training_loss": 0.05853387247771025, "adversarial_training_accuracy": 35.15625, "validation_accuracy": 40.4, "validation_loss": 0.034419339537620545, "adversarial_validation_accuracy": 15.5, "adversarial_validation_loss": 0.050514966011047366, "average_validation_accuracy": 27.95}, {"training_loss": 0.05408373512327671, "training_accuracy": 45.390625, "adversarial_training_loss": 0.05726055344566703, "adversarial_training_accuracy": 37.6171875, "validation_accuracy": 42.9, "validation_loss": 0.03397165942192078, "adversarial_validation_accuracy": 13.4, "adversarial_validation_loss": 0.05379147505760193, "average_validation_accuracy": 28.15}, {"training_loss": 0.05309449974447489, "training_accuracy": 48.3203125, "adversarial_training_loss": 0.056199936755001546, "adversarial_training_accuracy": 36.5625, "validation_accuracy": 40.4, "validation_loss": 0.03386941516399383, "adversarial_validation_accuracy": 20.4, "adversarial_validation_loss": 0.05317050337791443, "average_validation_accuracy": 30.4}, {"training_loss": 0.05235429462045431, "training_accuracy": 47.34375, "adversarial_training_loss": 0.055462154746055606, "adversarial_training_accuracy": 39.7265625, "validation_accuracy": 45.5, "validation_loss": 0.03341799569129944, "adversarial_validation_accuracy": 15.5, "adversarial_validation_loss": 0.05351796293258667, "average_validation_accuracy": 30.5}, {"training_loss": 0.05091116968542338, "training_accuracy": 50.1171875, "adversarial_training_loss": 0.05415262309834361, "adversarial_training_accuracy": 41.171875, "validation_accuracy": 47.2, "validation_loss": 0.031200830340385437, "adversarial_validation_accuracy": 16.1, "adversarial_validation_loss": 0.052569260597229, "average_validation_accuracy": 31.650000000000002}, {"training_loss": 0.049795453529804946, "training_accuracy": 52.7734375, "adversarial_training_loss": 0.053181012999266385, "adversarial_training_accuracy": 44.1015625, "validation_accuracy": 43.3, "validation_loss": 0.03203202795982361, "adversarial_validation_accuracy": 14.1, "adversarial_validation_loss": 0.05990126705169678, "average_validation_accuracy": 28.7}, {"training_loss": 0.04876761566847563, "training_accuracy": 53.6328125, "adversarial_training_loss": 0.052033318765461446, "adversarial_training_accuracy": 43.828125, "validation_accuracy": 47.2, "validation_loss": 0.03192473244667053, "adversarial_validation_accuracy": 16.0, "adversarial_validation_loss": 0.057817498445510866, "average_validation_accuracy": 31.6}, {"training_loss": 0.04813667759299278, "training_accuracy": 55.9375, "adversarial_training_loss": 0.05189838819205761, "adversarial_training_accuracy": 44.9609375, "validation_accuracy": 47.3, "validation_loss": 0.030618139028549193, "adversarial_validation_accuracy": 13.4, "adversarial_validation_loss": 0.05246417450904846, "average_validation_accuracy": 30.349999999999998}, {"training_loss": 0.04735402390360832, "training_accuracy": 54.8828125, "adversarial_training_loss": 0.05121347270905972, "adversarial_training_accuracy": 45.8984375, "validation_accuracy": 48.9, "validation_loss": 0.030396286606788635, "adversarial_validation_accuracy": 12.0, "adversarial_validation_loss": 0.05406466317176819, "average_validation_accuracy": 30.45}, {"training_loss": 0.046830326598137614, "training_accuracy": 56.0546875, "adversarial_training_loss": 0.0506749507971108, "adversarial_training_accuracy": 46.09375, "validation_accuracy": 48.8, "validation_loss": 0.03053561997413635, "adversarial_validation_accuracy": 15.2, "adversarial_validation_loss": 0.05694645380973816, "average_validation_accuracy": 32.0}, {"training_loss": 0.04602472651749849, "training_accuracy": 56.5625, "adversarial_training_loss": 0.05008711535483599, "adversarial_training_accuracy": 45.8984375, "validation_accuracy": 48.7, "validation_loss": 0.031428893327713016, "adversarial_validation_accuracy": 13.2, "adversarial_validation_loss": 0.059398645877838135, "average_validation_accuracy": 30.950000000000003}, {"training_loss": 0.04511554520577192, "training_accuracy": 57.8125, "adversarial_training_loss": 0.04883754942566156, "adversarial_training_accuracy": 48.2421875, "validation_accuracy": 52.9, "validation_loss": 0.028937767624855042, "adversarial_validation_accuracy": 17.7, "adversarial_validation_loss": 0.05503420615196228, "average_validation_accuracy": 35.3}, {"training_loss": 0.04413251345977187, "training_accuracy": 60.390625, "adversarial_training_loss": 0.04844543403014541, "adversarial_training_accuracy": 50.46875, "validation_accuracy": 52.1, "validation_loss": 0.02851631438732147, "adversarial_validation_accuracy": 12.7, "adversarial_validation_loss": 0.05908926653862, "average_validation_accuracy": 32.4}, {"training_loss": 0.04374187029898167, "training_accuracy": 61.6015625, "adversarial_training_loss": 0.04772438118234277, "adversarial_training_accuracy": 50.5859375, "validation_accuracy": 51.2, "validation_loss": 0.030464519143104555, "adversarial_validation_accuracy": 12.9, "adversarial_validation_loss": 0.057703789710998536, "average_validation_accuracy": 32.050000000000004}, {"training_loss": 0.04255664749071002, "training_accuracy": 63.5546875, "adversarial_training_loss": 0.0468057063408196, "adversarial_training_accuracy": 52.65625, "validation_accuracy": 49.8, "validation_loss": 0.03216327714920044, "adversarial_validation_accuracy": 13.3, "adversarial_validation_loss": 0.06300905132293701, "average_validation_accuracy": 31.549999999999997}, {"training_loss": 0.043024861626327036, "training_accuracy": 61.953125, "adversarial_training_loss": 0.04729274651035666, "adversarial_training_accuracy": 51.25, "validation_accuracy": 49.3, "validation_loss": 0.03153865957260132, "adversarial_validation_accuracy": 14.9, "adversarial_validation_loss": 0.0619224808216095, "average_validation_accuracy": 32.1}, {"training_loss": 0.04174053901806474, "training_accuracy": 64.8828125, "adversarial_training_loss": 0.04586948398500681, "adversarial_training_accuracy": 54.4921875, "validation_accuracy": 49.6, "validation_loss": 0.029704439520835877, "adversarial_validation_accuracy": 15.5, "adversarial_validation_loss": 0.057785572290420535, "average_validation_accuracy": 32.55}, {"training_loss": 0.041324058827012775, "training_accuracy": 64.5703125, "adversarial_training_loss": 0.04570996901020408, "adversarial_training_accuracy": 54.1015625, "validation_accuracy": 50.2, "validation_loss": 0.030798717737197875, "adversarial_validation_accuracy": 18.4, "adversarial_validation_loss": 0.05978776550292969, "average_validation_accuracy": 34.3}, {"training_loss": 0.041171479038894176, "training_accuracy": 65.546875, "adversarial_training_loss": 0.04538984373211861, "adversarial_training_accuracy": 54.4140625, "validation_accuracy": 51.7, "validation_loss": 0.0294198180437088, "adversarial_validation_accuracy": 17.7, "adversarial_validation_loss": 0.06430605745315551, "average_validation_accuracy": 34.7}, {"training_loss": 0.04074756866320968, "training_accuracy": 65.234375, "adversarial_training_loss": 0.04516472090035677, "adversarial_training_accuracy": 54.296875, "validation_accuracy": 51.0, "validation_loss": 0.031096362352371214, "adversarial_validation_accuracy": 19.9, "adversarial_validation_loss": 0.055886593580245975, "average_validation_accuracy": 35.45}, {"training_loss": 0.04028996638953686, "training_accuracy": 67.1484375, "adversarial_training_loss": 0.045238764584064485, "adversarial_training_accuracy": 55.0, "validation_accuracy": 54.4, "validation_loss": 0.030776990413665772, "adversarial_validation_accuracy": 17.1, "adversarial_validation_loss": 0.05857073283195496, "average_validation_accuracy": 35.75}, {"training_loss": 0.039706317242234945, "training_accuracy": 68.28125, "adversarial_training_loss": 0.04431544430553913, "adversarial_training_accuracy": 56.5625, "validation_accuracy": 53.1, "validation_loss": 0.02884895408153534, "adversarial_validation_accuracy": 13.3, "adversarial_validation_loss": 0.05977415132522583, "average_validation_accuracy": 33.2}, {"training_loss": 0.03902407614514232, "training_accuracy": 69.6484375, "adversarial_training_loss": 0.043937524501234296, "adversarial_training_accuracy": 56.5234375, "validation_accuracy": 53.9, "validation_loss": 0.029768880844116212, "adversarial_validation_accuracy": 16.6, "adversarial_validation_loss": 0.052430943489074705, "average_validation_accuracy": 35.25}, {"training_loss": 0.03909647651016712, "training_accuracy": 70.1953125, "adversarial_training_loss": 0.0440021114423871, "adversarial_training_accuracy": 57.3828125, "validation_accuracy": 53.9, "validation_loss": 0.028693488597869875, "adversarial_validation_accuracy": 16.4, "adversarial_validation_loss": 0.05861322164535523, "average_validation_accuracy": 35.15}, {"training_loss": 0.03859820170328021, "training_accuracy": 69.4921875, "adversarial_training_loss": 0.043625309318304065, "adversarial_training_accuracy": 57.8125, "validation_accuracy": 51.9, "validation_loss": 0.03218512898683548, "adversarial_validation_accuracy": 17.4, "adversarial_validation_loss": 0.0593286280632019, "average_validation_accuracy": 34.65}, {"training_loss": 0.038489662762731316, "training_accuracy": 70.15625, "adversarial_training_loss": 0.04304500576108694, "adversarial_training_accuracy": 59.1015625, "validation_accuracy": 53.0, "validation_loss": 0.02958836042881012, "adversarial_validation_accuracy": 15.7, "adversarial_validation_loss": 0.057923821210861204, "average_validation_accuracy": 34.35}, {"training_loss": 0.037987564038485286, "training_accuracy": 70.4296875, "adversarial_training_loss": 0.04316325793042779, "adversarial_training_accuracy": 57.8515625, "validation_accuracy": 51.8, "validation_loss": 0.03280159258842468, "adversarial_validation_accuracy": 17.4, "adversarial_validation_loss": 0.05654258894920349, "average_validation_accuracy": 34.599999999999994}, {"training_loss": 0.03811821779236198, "training_accuracy": 70.390625, "adversarial_training_loss": 0.04268376044929027, "adversarial_training_accuracy": 59.609375, "validation_accuracy": 52.4, "validation_loss": 0.03137964880466461, "adversarial_validation_accuracy": 15.3, "adversarial_validation_loss": 0.05699666690826416, "average_validation_accuracy": 33.85}, {"training_loss": 0.037350939214229585, "training_accuracy": 72.109375, "adversarial_training_loss": 0.042403577174991366, "adversarial_training_accuracy": 59.921875, "validation_accuracy": 51.1, "validation_loss": 0.033672818541526796, "adversarial_validation_accuracy": 17.3, "adversarial_validation_loss": 0.05684794616699219, "average_validation_accuracy": 34.2}, {"training_loss": 0.03692596554756165, "training_accuracy": 73.3203125, "adversarial_training_loss": 0.04177366616204381, "adversarial_training_accuracy": 61.640625, "validation_accuracy": 52.0, "validation_loss": 0.03182284998893738, "adversarial_validation_accuracy": 15.2, "adversarial_validation_loss": 0.05878454327583313, "average_validation_accuracy": 33.6}], "0.003": [{"training_loss": 0.03689942662604153, "training_accuracy": 73.359375, "adversarial_training_loss": 0.04420422036200762, "adversarial_training_accuracy": 55.9375, "validation_accuracy": 51.6, "validation_loss": 0.03207193803787232, "adversarial_validation_accuracy": 17.1, "adversarial_validation_loss": 0.058450815916061404, "average_validation_accuracy": 34.35}, {"training_loss": 0.035877466294914485, "training_accuracy": 74.6875, "adversarial_training_loss": 0.04353533396497369, "adversarial_training_accuracy": 55.9765625, "validation_accuracy": 50.0, "validation_loss": 0.032959607005119324, "adversarial_validation_accuracy": 15.4, "adversarial_validation_loss": 0.058953996181488035, "average_validation_accuracy": 32.7}, {"training_loss": 0.035997879691421986, "training_accuracy": 75.5078125, "adversarial_training_loss": 0.04336679121479392, "adversarial_training_accuracy": 57.109375, "validation_accuracy": 52.8, "validation_loss": 0.03170244300365448, "adversarial_validation_accuracy": 17.7, "adversarial_validation_loss": 0.05569278240203857, "average_validation_accuracy": 35.25}, {"training_loss": 0.035901237092912194, "training_accuracy": 76.09375, "adversarial_training_loss": 0.04332107426598668, "adversarial_training_accuracy": 56.4453125, "validation_accuracy": 51.3, "validation_loss": 0.03333027255535126, "adversarial_validation_accuracy": 20.2, "adversarial_validation_loss": 0.054183606147766114, "average_validation_accuracy": 35.75}, {"training_loss": 0.03627762524411082, "training_accuracy": 74.296875, "adversarial_training_loss": 0.04353766525164247, "adversarial_training_accuracy": 55.9375, "validation_accuracy": 54.1, "validation_loss": 0.03191838049888611, "adversarial_validation_accuracy": 17.7, "adversarial_validation_loss": 0.05572560811042786, "average_validation_accuracy": 35.9}, {"training_loss": 0.03585893427953124, "training_accuracy": 75.234375, "adversarial_training_loss": 0.04342770921066404, "adversarial_training_accuracy": 55.859375, "validation_accuracy": 53.9, "validation_loss": 0.03270930004119873, "adversarial_validation_accuracy": 20.0, "adversarial_validation_loss": 0.055737106800079345, "average_validation_accuracy": 36.95}, {"training_loss": 0.03562022456899285, "training_accuracy": 75.703125, "adversarial_training_loss": 0.042857366520911454, "adversarial_training_accuracy": 57.421875, "validation_accuracy": 55.4, "validation_loss": 0.031187442779541014, "adversarial_validation_accuracy": 22.0, "adversarial_validation_loss": 0.05245239210128784, "average_validation_accuracy": 38.7}, {"training_loss": 0.03511538035236299, "training_accuracy": 76.9140625, "adversarial_training_loss": 0.04270886946469545, "adversarial_training_accuracy": 57.8125, "validation_accuracy": 52.9, "validation_loss": 0.032800949811935425, "adversarial_validation_accuracy": 17.5, "adversarial_validation_loss": 0.05644071102142334, "average_validation_accuracy": 35.2}, {"training_loss": 0.03513329094275832, "training_accuracy": 77.6171875, "adversarial_training_loss": 0.042608764860779046, "adversarial_training_accuracy": 59.21875, "validation_accuracy": 51.3, "validation_loss": 0.034420223236083985, "adversarial_validation_accuracy": 20.6, "adversarial_validation_loss": 0.05338664627075195, "average_validation_accuracy": 35.95}, {"training_loss": 0.03509295810945332, "training_accuracy": 77.265625, "adversarial_training_loss": 0.04262979282066226, "adversarial_training_accuracy": 58.1640625, "validation_accuracy": 55.1, "validation_loss": 0.029700549244880678, "adversarial_validation_accuracy": 18.3, "adversarial_validation_loss": 0.05602430415153503, "average_validation_accuracy": 36.7}, {"training_loss": 0.034757739212363956, "training_accuracy": 77.3828125, "adversarial_training_loss": 0.041924208868294954, "adversarial_training_accuracy": 59.21875, "validation_accuracy": 53.3, "validation_loss": 0.03367854642868042, "adversarial_validation_accuracy": 19.0, "adversarial_validation_loss": 0.05517452692985535, "average_validation_accuracy": 36.15}, {"training_loss": 0.03458829401060939, "training_accuracy": 77.890625, "adversarial_training_loss": 0.041978892870247364, "adversarial_training_accuracy": 60.3125, "validation_accuracy": 54.6, "validation_loss": 0.032368709325790404, "adversarial_validation_accuracy": 16.2, "adversarial_validation_loss": 0.05990239953994751, "average_validation_accuracy": 35.4}, {"training_loss": 0.03433022545650601, "training_accuracy": 78.0859375, "adversarial_training_loss": 0.04194034924730659, "adversarial_training_accuracy": 59.375, "validation_accuracy": 55.3, "validation_loss": 0.031806793928146365, "adversarial_validation_accuracy": 17.3, "adversarial_validation_loss": 0.058718209743499755, "average_validation_accuracy": 36.3}, {"training_loss": 0.03459240412339568, "training_accuracy": 78.2421875, "adversarial_training_loss": 0.04185807062312961, "adversarial_training_accuracy": 59.6484375, "validation_accuracy": 54.9, "validation_loss": 0.03271618294715881, "adversarial_validation_accuracy": 17.2, "adversarial_validation_loss": 0.056673961639404295, "average_validation_accuracy": 36.05}, {"training_loss": 0.034311721986159685, "training_accuracy": 78.1640625, "adversarial_training_loss": 0.04183248523622751, "adversarial_training_accuracy": 61.640625, "validation_accuracy": 54.7, "validation_loss": 0.03336102187633514, "adversarial_validation_accuracy": 16.7, "adversarial_validation_loss": 0.05823985409736633, "average_validation_accuracy": 35.7}, {"training_loss": 0.034004542091861364, "training_accuracy": 78.4765625, "adversarial_training_loss": 0.04170737462118268, "adversarial_training_accuracy": 60.5078125, "validation_accuracy": 51.8, "validation_loss": 0.03458804833889008, "adversarial_validation_accuracy": 17.6, "adversarial_validation_loss": 0.05570459914207458, "average_validation_accuracy": 34.7}, {"training_loss": 0.0343821819871664, "training_accuracy": 78.59375, "adversarial_training_loss": 0.04194139176979661, "adversarial_training_accuracy": 58.984375, "validation_accuracy": 57.4, "validation_loss": 0.030254313230514526, "adversarial_validation_accuracy": 20.7, "adversarial_validation_loss": 0.053822203636169436, "average_validation_accuracy": 39.05}, {"training_loss": 0.033707921393215656, "training_accuracy": 79.8046875, "adversarial_training_loss": 0.04157835580408573, "adversarial_training_accuracy": 60.0, "validation_accuracy": 54.4, "validation_loss": 0.03344469010829926, "adversarial_validation_accuracy": 20.1, "adversarial_validation_loss": 0.053142186164855956, "average_validation_accuracy": 37.25}, {"training_loss": 0.033905742270871994, "training_accuracy": 78.7890625, "adversarial_training_loss": 0.041186895500868556, "adversarial_training_accuracy": 62.34375, "validation_accuracy": 51.6, "validation_loss": 0.03375055539608002, "adversarial_validation_accuracy": 20.6, "adversarial_validation_loss": 0.05245503067970276, "average_validation_accuracy": 36.1}, {"training_loss": 0.034469958208501336, "training_accuracy": 77.5, "adversarial_training_loss": 0.04159218166023493, "adversarial_training_accuracy": 61.1328125, "validation_accuracy": 52.3, "validation_loss": 0.03351716685295105, "adversarial_validation_accuracy": 20.0, "adversarial_validation_loss": 0.05453703212738037, "average_validation_accuracy": 36.15}, {"training_loss": 0.03330750400200486, "training_accuracy": 81.015625, "adversarial_training_loss": 0.04126216983422637, "adversarial_training_accuracy": 61.484375, "validation_accuracy": 56.4, "validation_loss": 0.0323756411075592, "adversarial_validation_accuracy": 18.2, "adversarial_validation_loss": 0.057979185342788696, "average_validation_accuracy": 37.3}, {"training_loss": 0.03363063526339829, "training_accuracy": 79.4921875, "adversarial_training_loss": 0.04137181229889393, "adversarial_training_accuracy": 61.6015625, "validation_accuracy": 55.4, "validation_loss": 0.032275591790676114, "adversarial_validation_accuracy": 18.1, "adversarial_validation_loss": 0.05687804436683655, "average_validation_accuracy": 36.75}, {"training_loss": 0.03415809506550431, "training_accuracy": 78.8671875, "adversarial_training_loss": 0.041920087300240993, "adversarial_training_accuracy": 60.625, "validation_accuracy": 53.5, "validation_loss": 0.03475251483917236, "adversarial_validation_accuracy": 20.2, "adversarial_validation_loss": 0.05409827995300293, "average_validation_accuracy": 36.85}, {"training_loss": 0.03363098972477019, "training_accuracy": 80.234375, "adversarial_training_loss": 0.041068132128566505, "adversarial_training_accuracy": 61.171875, "validation_accuracy": 56.0, "validation_loss": 0.032344393253326414, "adversarial_validation_accuracy": 18.2, "adversarial_validation_loss": 0.05416269659996033, "average_validation_accuracy": 37.1}, {"training_loss": 0.033985878340899944, "training_accuracy": 78.7890625, "adversarial_training_loss": 0.04143903832882643, "adversarial_training_accuracy": 62.0703125, "validation_accuracy": 53.0, "validation_loss": 0.03335302364826202, "adversarial_validation_accuracy": 19.0, "adversarial_validation_loss": 0.0563571708202362, "average_validation_accuracy": 36.0}, {"training_loss": 0.033548453263938426, "training_accuracy": 79.84375, "adversarial_training_loss": 0.041541325766593216, "adversarial_training_accuracy": 60.3515625, "validation_accuracy": 54.0, "validation_loss": 0.0317923332452774, "adversarial_validation_accuracy": 16.8, "adversarial_validation_loss": 0.05702612638473511, "average_validation_accuracy": 35.4}], "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": []}