Datasets:

aengusl

/

spawrious_resnet50_hparams_dict

like 0

{ "ERM": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06}", "W2D": "{\n \"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06,\n \"rsc_f_drop_factor\": 1 / 4,\n \"last_k_epoch\": 1 / 4,\n \"rsc_b_drop_factor\": 1 / 3,\n \"worst_case_p\": 1 / 3}", "JTT": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06}", "LLR": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06}", "FLR": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06}", "GroupDRO": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06,\n \"groupdro_eta\": 0.0053050580120662895} ", "IRM": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06,\n \"irm_lambda\": 1.8838285530562104,\n \"irm_penalty_anneal_iters\": 247} ", "MMD": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06,\n \"mmd_gamma\": 7.289784897124338} ", "CORAL": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06,\n \"mmd_gamma\": 6.9018246989615895} ", "CausIRL_CORAL": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06,\n \"mmd_gamma\": 3.5146823420446407} ", "Fish": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05,\n \"meta_lr\": 0.5} ", "VREx": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05,\n \"vrex_penalty_anneal_iters\": 8,\n \"vrex_lambda\": 0.14959251216362196} ", "DANN": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06},\n \"d_steps_per_g_step\": 3,\n \"grad_penalty\": 2.7663277782638813,\n \"lambda\": 51.30168523785897,\n \"lr_d\": 7.400983580823492e-05,\n \"lr_g\": 3.933474398919139e-05,\n \"mlp_depth\": 3,\n \"mlp_dropout\": 0.1,\n \"mlp_width\": 86,\n \"weight_decay_d\": 2.988916639814755e-05,\n \"weight_decay_g\": 1.2253150874974055e-05,\n \"beta1\": 0.0}", "CAD": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06\n \"temperature\": 0.1}" }

{ "ERM": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05}", "W2D": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05\n \"rsc_f_drop_factor\": 1 / 4,\n \"last_k_epoch\": 1 / 4,\n \"rsc_b_drop_factor\": 1 / 3,\n \"worst_case_p\": 1 / 3}", "JTT": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05}", "LLR": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05}", "FLR": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05}", "GroupDRO": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05,\n \"groupdro_eta\": 0.013378423587817576} ", "IRM": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05,\n \"irm_lambda\": 29.3676220201571,\n \"irm_penalty_anneal_iters\": 3001} ", "MMD": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05,\n \"mmd_gamma\": 1.0215072228839979} ", "CORAL": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05,\n \"mmd_gamma\": 0.5870292457165399} ", "CausIRL_CORAL": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05,\n \"mmd_gamma\": 0.5870292457165399} ", "Fish": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05,\n \"meta_lr\": 0.5} ", "VREx": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.0001653813153854724, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 2.7643974709171963e-05,\n \"vrex_penalty_anneal_iters\": 8,\n \"vrex_lambda\": 0.14959251216362196} ", "DANN": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06},\n \"d_steps_per_g_step\": 1,\n \"grad_penalty\": 3.044417571888086,\n \"lambda\": 0.04765466589023375,\n \"lr_d\": 0.00012638696055528178,\n \"lr_g\": 2.6800465071227878e-05,\n \"mlp_depth\": 4,\n \"mlp_dropout\": 0.1,\n \"mlp_width\": 509,\n \"weight_decay_d\": 0.006008142228932282,\n \"weight_decay_g\": 6.355656257759041e-05,\n \"beta1\": 0.0}", "CAD": "{\"batch_size\": batchsize, \n \"class_balanced\": false, \n \"data_augmentation\": true, \n \"lr\": 0.00016629177873519647, \n \"nonlinear_classifier\": false, \n \"arch\": \"archused\", \n \"resnet_dropout\": 0.1,\n \"weight_decay\": 1.1975155295174919e-06\n \"temperature\": 0.1}" }