├── .gitignore ├── LICENSE ├── README.md ├── cluster_logs ├── corruption_logs │ └── .gitkeep ├── deepens_amoebanet │ └── .gitkeep ├── deepens_darts │ └── .gitkeep ├── deepens_rs │ └── .gitkeep ├── evaluate │ └── .gitkeep ├── nes_re │ └── .gitkeep └── nes_rs │ └── .gitkeep ├── cluster_scripts ├── darts │ ├── c100_icml_rebuttal │ │ ├── plot_data.sh │ │ ├── sbatch_scripts │ │ │ ├── amoeba_esa.sh │ │ │ ├── anchor_hyper.sh │ │ │ ├── darts_esa.sh │ │ │ ├── deepens_amoeba.sh │ │ │ ├── deepens_darts.sh │ │ │ ├── deepens_darts_anchor.sh │ │ │ ├── deepens_rs.sh │ │ │ ├── ensembles_from_pools.sh │ │ │ ├── evaluate_ensembles.sh │ │ │ ├── evaluate_ensembles_nas.sh │ │ │ ├── get_incumbents_rs.sh │ │ │ ├── nes_re.sh │ │ │ ├── nes_rs.sh │ │ │ ├── nes_rs_esa.sh │ │ │ └── submit.sh │ │ └── start_grid.sh │ ├── cifar10 │ │ ├── plot_data.sh │ │ └── sbatch_scripts │ │ │ ├── deepens_amoeba.sh │ │ │ ├── deepens_darts.sh │ │ │ ├── deepens_rs.sh │ │ │ ├── ensembles_from_pools.sh │ │ │ ├── evaluate_ensembles.sh │ │ │ ├── get_incumbents_rs.sh │ │ │ ├── nes_re.sh │ │ │ └── nes_rs.sh │ ├── cifar100 │ │ ├── plot_data.sh │ │ ├── sbatch_scripts │ │ │ ├── anchor_hyper.sh │ │ │ ├── darts_hyper.sh │ │ │ ├── darts_nes.sh │ │ │ ├── deepens_amoeba.sh │ │ │ ├── deepens_darts.sh │ │ │ ├── deepens_darts_anchor.sh │ │ │ ├── deepens_rs.sh │ │ │ ├── ensembles_from_pools.sh │ │ │ ├── evaluate_ensembles.sh │ │ │ ├── get_incumbents_rs.sh │ │ │ ├── nes_re.sh │ │ │ ├── nes_rs.sh │ │ │ └── submit.sh │ │ └── sbatch_scripts_hyper │ │ │ ├── deepens_darts.sh │ │ │ ├── ensembles_from_pools.sh │ │ │ ├── evaluate_ensembles.sh │ │ │ ├── hyperens.sh │ │ │ ├── joint.sh │ │ │ ├── nes_cell.sh │ │ │ ├── nes_depth_width.sh │ │ │ └── nes_re.sh │ ├── cifar10_nips21 │ │ ├── plot_data.sh │ │ ├── sbatch_scripts-49k │ │ │ ├── amoeba_esa.sh │ │ │ ├── anchor_hyper.sh │ │ │ ├── darts_esa.sh │ │ │ ├── deepens_amoeba.sh │ │ │ ├── deepens_amoeba_50k.sh │ │ │ ├── deepens_darts.sh │ │ │ ├── deepens_darts_50k.sh │ │ │ ├── deepens_darts_anchor.sh │ │ │ ├── deepens_rs.sh │ │ │ ├── ensembles_from_pools.sh │ │ │ ├── ensembles_from_pools_50k.sh │ │ │ ├── evaluate_ensembles.sh │ │ │ ├── evaluate_ensembles_50k.sh │ │ │ ├── evaluate_ensembles_oneshot.sh │ │ │ ├── get_incumbents_rs.sh │ │ │ ├── nes_re.sh │ │ │ ├── nes_re_50k.sh │ │ │ ├── nes_rs.sh │ │ │ ├── nes_rs_50k.sh │ │ │ ├── nes_rs_esa.sh │ │ │ ├── nes_rs_oneshot.sh │ │ │ ├── random_mutations.sh │ │ │ ├── submit.sh │ │ │ └── train_oneshot.sh │ │ ├── sbatch_scripts │ │ │ ├── amoeba_esa.sh │ │ │ ├── anchor_hyper.sh │ │ │ ├── darts_esa.sh │ │ │ ├── deepens_amoeba.sh │ │ │ ├── deepens_amoeba_50k.sh │ │ │ ├── deepens_darts.sh │ │ │ ├── deepens_darts_50k.sh │ │ │ ├── deepens_darts_anchor.sh │ │ │ ├── deepens_rs.sh │ │ │ ├── ensembles_from_pools.sh │ │ │ ├── ensembles_from_pools_50k.sh │ │ │ ├── evaluate_ensembles.sh │ │ │ ├── evaluate_ensembles_50k.sh │ │ │ ├── evaluate_ensembles_oneshot.sh │ │ │ ├── get_incumbents_rs.sh │ │ │ ├── nes_re.sh │ │ │ ├── nes_re_50k.sh │ │ │ ├── nes_rs.sh │ │ │ ├── nes_rs_50k.sh │ │ │ ├── nes_rs_darts.sh │ │ │ ├── nes_rs_esa.sh │ │ │ ├── nes_rs_oneshot.sh │ │ │ ├── random_mutations.sh │ │ │ ├── submit.sh │ │ │ └── train_oneshot.sh │ │ ├── sbatch_scripts_hyper │ │ │ ├── deepens_darts.sh │ │ │ ├── ensembles_from_pools.sh │ │ │ ├── evaluate_ensembles.sh │ │ │ ├── hyperens.sh │ │ │ ├── joint.sh │ │ │ ├── nes_cell.sh │ │ │ ├── nes_depth_width.sh │ │ │ └── nes_re.sh │ │ └── sbatch_scripts_hyper_2 │ │ │ ├── deepens_darts.sh │ │ │ ├── ensembles_from_pools.sh │ │ │ ├── evaluate_ensembles.sh │ │ │ ├── hyperens.sh │ │ │ ├── joint.sh │ │ │ ├── nes_cell.sh │ │ │ ├── nes_depth_width.sh │ │ │ └── nes_re.sh │ ├── fmnist │ │ ├── plot_data.sh │ │ └── sbatch_scripts │ │ │ ├── deepens_amoeba.sh │ │ │ ├── deepens_darts.sh │ │ │ ├── deepens_rs.sh │ │ │ ├── ensembles_from_pools.sh │ │ │ ├── evaluate_ensembles.sh │ │ │ ├── get_incumbents_rs.sh │ │ │ ├── nes_re.sh │ │ │ └── nes_rs.sh │ ├── tiny │ │ ├── plot_data.sh │ │ ├── sbatch_scripts │ │ │ ├── amoeba_esa.sh │ │ │ ├── anchor_hyper.sh │ │ │ ├── darts_esa.sh │ │ │ ├── deepens_amoeba.sh │ │ │ ├── deepens_darts.sh │ │ │ ├── deepens_darts_anchor.sh │ │ │ ├── deepens_rs.sh │ │ │ ├── ensembles_from_pools.sh │ │ │ ├── evaluate_ensembles.sh │ │ │ ├── evaluate_ensembles_nas.sh │ │ │ ├── get_incumbents_rs.sh │ │ │ ├── nes_re.sh │ │ │ ├── nes_rs.sh │ │ │ ├── nes_rs_esa.sh │ │ │ └── submit.sh │ │ └── start_grid.sh │ └── tiny_nips21 │ │ ├── plot_data.sh │ │ ├── sbatch_scripts │ │ ├── amoeba_esa.sh │ │ ├── anchor_hyper.sh │ │ ├── darts_esa.sh │ │ ├── deepens_amoeba.sh │ │ ├── deepens_darts.sh │ │ ├── deepens_darts_anchor.sh │ │ ├── deepens_rs.sh │ │ ├── ensembles_from_pools.sh │ │ ├── evaluate_ensembles.sh │ │ ├── evaluate_ensembles_nas.sh │ │ ├── get_incumbents_rs.sh │ │ ├── nes_re.sh │ │ ├── nes_rs.sh │ │ ├── nes_rs_esa.sh │ │ └── submit.sh │ │ └── start_grid.sh ├── generate_corrupted.sh ├── launcher.config ├── launchers.sh └── nb201 │ ├── cifar10 │ ├── plot_data.sh │ └── sbatch_scripts │ │ ├── deepens_darts.sh │ │ ├── deepens_gdas.sh │ │ ├── deepens_gm.sh │ │ ├── deepens_rs.sh │ │ ├── ensembles_from_pools.sh │ │ ├── evaluate_ensembles.sh │ │ ├── get_incumbents_rs.sh │ │ ├── nes_re.sh │ │ └── nes_rs.sh │ ├── cifar100 │ ├── plot_data.sh │ └── sbatch_scripts │ │ ├── deepens_darts.sh │ │ ├── deepens_gdas.sh │ │ ├── deepens_gm.sh │ │ ├── deepens_rs.sh │ │ ├── ensembles_from_pools.sh │ │ ├── evaluate_ensembles.sh │ │ ├── get_incumbents_rs.sh │ │ ├── nes_re.sh │ │ └── nes_rs.sh │ └── imagenet │ ├── plot_data.sh │ └── sbatch_scripts │ ├── deepens_darts.sh │ ├── deepens_gdas.sh │ ├── deepens_gm.sh │ ├── deepens_rs.sh │ ├── ensembles_from_pools.sh │ ├── evaluate_ensembles.sh │ ├── get_incumbents_rs.sh │ ├── nes_re.sh │ └── nes_rs.sh ├── data ├── cifar10-C │ └── frost_overlays │ │ ├── frost1.png │ │ ├── frost2.png │ │ ├── frost3.png │ │ ├── frost4.jpg │ │ ├── frost5.jpg │ │ └── frost6.jpg ├── corruptions.py └── generate_corrupted.py ├── experiments └── .gitkeep ├── figures ├── fmnist.png └── nes_re.png ├── nes ├── __init__.py ├── darts │ ├── baselearner_train │ │ ├── __init__.py │ │ ├── genotypes.py │ │ ├── model.py │ │ ├── model_imagenet.py │ │ ├── oneshot │ │ │ ├── darts_wrapper_discrete.py │ │ │ └── model_search.py │ │ ├── operations.py │ │ ├── space_encoding │ │ │ └── configspace.json │ │ ├── train.py │ │ └── utils.py │ ├── re │ │ ├── __init__.py │ │ ├── re_master.py │ │ └── re_sampler.py │ ├── scripts │ │ ├── darts_re.py │ │ ├── darts_rs.py │ │ ├── darts_rs_2.py │ │ ├── mutation_tsne.py │ │ ├── run_nes_re.py │ │ ├── run_nes_rs.py │ │ ├── train_deepens_baselearner.py │ │ └── tune_anchor.py │ └── worker.py ├── ensemble_selection │ ├── __init__.py │ ├── config.py │ ├── containers.py │ ├── create_baselearners.py │ ├── ensembles_from_pools.py │ ├── esas.py │ ├── evaluate_ensembles.py │ ├── plot_data.py │ ├── rs_incumbents.py │ └── utils.py ├── nasbench201 │ ├── __init__.py │ ├── re │ │ └── re_sampler.py │ ├── scripts │ │ ├── run_nes_re.py │ │ ├── run_nes_rs.py │ │ └── train_deepens_baselearner.py │ └── worker.py ├── plots │ ├── make_fig7_c10.py │ ├── make_plot_50k.py │ ├── make_plot_esas.py │ ├── make_plot_master.py │ ├── make_plot_neurips.py │ ├── make_table.py │ ├── plot_data.py │ ├── plot_data_1.py │ ├── plot_icml_rebuttal.py │ └── radar_plot.py └── utils │ ├── __init__.py │ ├── configs_to_genotype.py │ ├── data_loaders.py │ └── nb201 │ ├── DownsampledImageNet.py │ ├── __init__.py │ ├── api_utils.py │ ├── config_utils │ ├── __init__.py │ ├── attention_args.py │ ├── basic_args.py │ ├── cls_init_args.py │ ├── cls_kd_args.py │ ├── configure_utils.py │ ├── pruning_args.py │ ├── random_baseline.py │ ├── search_args.py │ ├── search_single_args.py │ └── share_args.py │ ├── configs │ ├── arch_to_id.pkl │ ├── check_if_3_seeds.py │ ├── cifar-split.txt │ ├── cifar10.pkl │ ├── cifar100-test-split.txt │ ├── cifar100.pkl │ ├── find_minimum.py │ ├── gen_3seed_data.py │ ├── gen_arch_id.py │ ├── imagenet-16-120-test-split.txt │ ├── imagenet.pkl │ └── optimal.txt │ └── models │ ├── CifarDenseNet.py │ ├── CifarResNet.py │ ├── CifarWideResNet.py │ ├── ImageNet_MobileNetV2.py │ ├── ImageNet_ResNet.py │ ├── SharedUtils.py │ ├── __init__.py │ ├── cell_infers │ ├── __init__.py │ ├── cells.py │ ├── nasnet_cifar.py │ └── tiny_network.py │ ├── cell_operations.py │ ├── cell_searchs │ ├── __init__.py │ ├── _test_module.py │ ├── generic_model.py │ ├── genotypes.py │ ├── search_cells.py │ ├── search_model_darts.py │ ├── search_model_darts_nasnet.py │ ├── search_model_enas.py │ ├── search_model_enas_utils.py │ ├── search_model_gdas.py │ ├── search_model_gdas_nasnet.py │ ├── search_model_random.py │ ├── search_model_setn.py │ └── search_model_setn_nasnet.py │ ├── clone_weights.py │ ├── initialization.py │ ├── shape_infers │ ├── InferCifarResNet.py │ ├── InferCifarResNet_depth.py │ ├── InferCifarResNet_width.py │ ├── InferImagenetResNet.py │ ├── InferMobileNetV2.py │ ├── InferTinyCellNet.py │ 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