├── .gitignore ├── LICENSE ├── README.md ├── figures ├── intent_classification │ ├── distribution_vis.pdf │ ├── idmr_bald.pdf │ ├── idmr_max-entropy.pdf │ ├── model_transfer.pdf │ ├── odmr_bald.pdf │ ├── odmr_max-entropy.pdf │ ├── perf_curves │ │ ├── aoe_s0_e0.pdf │ │ ├── cnn_s0_e0.pdf │ │ ├── lstm_s0_e0.pdf │ │ ├── lstm_s0_e1.pdf │ │ ├── lstm_s0_e2.pdf │ │ ├── lstm_s0_e3.pdf │ │ ├── lstm_s0_e4.pdf │ │ ├── lstm_s1_e0.pdf │ │ ├── lstm_s1_e1.pdf │ │ ├── lstm_s1_e2.pdf │ │ ├── lstm_s1_e3.pdf │ │ ├── lstm_s1_e4.pdf │ │ ├── lstm_s2_e0.pdf │ │ ├── lstm_s2_e1.pdf │ │ ├── lstm_s2_e2.pdf │ │ ├── lstm_s2_e3.pdf │ │ ├── lstm_s2_e4.pdf │ │ ├── lstm_s3_e0.pdf │ │ ├── lstm_s3_e1.pdf │ │ ├── lstm_s3_e2.pdf │ │ ├── lstm_s3_e3.pdf │ │ ├── lstm_s3_e4.pdf │ │ ├── lstm_s4_e0.pdf │ │ ├── lstm_s4_e1.pdf │ │ ├── lstm_s4_e2.pdf │ │ ├── lstm_s4_e3.pdf │ │ ├── lstm_s4_e4.pdf │ │ └── roberta_s0_e0.pdf │ ├── relative_orders │ │ ├── aoe_roberta_heuristic.pdf │ │ ├── aoe_roberta_optimal.pdf │ │ ├── cnn_aoe_heuristic.pdf │ │ ├── cnn_aoe_optimal.pdf │ │ ├── cnn_roberta_heuristic.pdf │ │ ├── cnn_roberta_optimal.pdf │ │ ├── lstm_aoe_heuristic.pdf │ │ ├── lstm_aoe_optimal.pdf │ │ ├── lstm_cnn_heuristic.pdf │ │ ├── lstm_cnn_optimal.pdf │ │ ├── lstm_roberta_heuristic.pdf │ │ └── lstm_roberta_optimal.pdf │ └── seed_transfer.pdf ├── named_entity_recognition │ ├── distribution_vis_longest.pdf │ ├── distribution_vis_min-confidence.pdf │ ├── distribution_vis_normalized-min-confidence.pdf │ ├── idmr_longest.pdf │ ├── idmr_min-confidence.pdf │ ├── idmr_normalized-min-confidence.pdf │ ├── perf_curves │ │ └── s0_e0.pdf │ └── tag_len_ner.pdf ├── object_classification │ ├── bald_batchbald.pdf │ ├── distribution_vis_bald.pdf │ ├── distribution_vis_batchbald.pdf │ ├── idmr.pdf │ ├── odmr.pdf │ ├── perf_curves │ │ ├── s0_e0.pdf │ │ ├── s0_e1.pdf │ │ ├── s0_e2.pdf │ │ ├── s0_e3.pdf │ │ ├── s0_e4.pdf │ │ ├── s1_e0.pdf │ │ ├── s1_e1.pdf │ │ ├── s1_e2.pdf │ │ ├── s1_e3.pdf │ │ ├── s1_e4.pdf │ │ ├── s2_e0.pdf │ │ ├── s2_e1.pdf │ │ ├── s2_e2.pdf │ │ ├── s2_e3.pdf │ │ ├── s2_e4.pdf │ │ ├── s3_e0.pdf │ │ ├── s3_e1.pdf │ │ ├── s3_e2.pdf │ │ ├── s3_e3.pdf │ │ ├── s3_e4.pdf │ │ ├── s4_e0.pdf │ │ ├── s4_e1.pdf │ │ ├── s4_e2.pdf │ │ ├── s4_e3.pdf │ │ └── s4_e4.pdf │ ├── seed_transfer.pdf │ └── tsne_label_maxent_fmnist.pdf └── thumbnail.png ├── intent_classification ├── README.md ├── __init__.py ├── collect_results.py ├── data │ └── README.md ├── distribution_vis.py ├── distribution_vis_horizontal.py ├── help_text.py ├── heuristics.py ├── idmr.py ├── logs │ └── README.md ├── model_transfer.py ├── odmr.py ├── performance_curve.py ├── random_baselines.py ├── relative_order_ranking.py ├── roberta_model_store.py ├── scripts │ ├── heuristics.sh │ ├── performance_curve.sh │ ├── random_baselines.sh │ ├── relative_order_ranking.sh │ └── search.sh ├── search.py ├── seed_transfer.py ├── statistics │ ├── baselines.shv.bak │ ├── baselines.shv.dat │ ├── baselines.shv.dir │ ├── model_transfer.shv.bak │ ├── model_transfer.shv.dat │ ├── model_transfer.shv.dir │ ├── perf_curves.shv.bak │ ├── perf_curves.shv.dat │ └── perf_curves.shv.dir ├── summarize.py ├── train_scheduler.py ├── train_server.py ├── trainer.py └── utils.py ├── named_entity_recognition ├── README.md ├── collect_results.py ├── data │ └── README.md ├── distribution_vis.py ├── figs │ ├── upper_bound_m0_o0.pdf │ └── upper_bound_m0_o0.png ├── help_text.py ├── heuristics.py ├── idmr.py ├── logs │ └── README.md ├── performance_curve.py ├── random_baselines.py ├── scripts │ ├── distribution_vis.sh │ ├── heuristics.sh │ ├── idmr.sh │ └── random_baselines.sh ├── search.py ├── statistics │ ├── baselines.shv.bak │ ├── baselines.shv.dat │ ├── baselines.shv.dir │ ├── perf_curves.shv.bak │ ├── perf_curves.shv.dat │ └── perf_curves.shv.dir ├── summarize.py ├── train_scheduler.py ├── train_server.py ├── trainer.py └── utils.py ├── object_classification ├── README.md ├── batchbald_redux │ ├── __init__.py │ ├── _nbdev.py │ ├── active_learning.py │ ├── batchbald.py │ ├── consistent_mc_dropout.py │ ├── joint_entropy.py │ └── repeated_mnist.py ├── collect_results.py ├── data │ └── README.md ├── distribution_vis.py ├── distribution_vis_bald_batchbald.py ├── help_text.py ├── heuristics.py ├── idmr.py ├── logs │ └── README.md ├── odmr.py ├── performance_curve.py ├── random_baselines.py ├── scripts │ ├── distribution_vis.sh │ ├── heuristics.sh │ ├── performance_curve.sh │ ├── random_baselines.sh │ └── search.sh ├── search.py ├── seed_transfer.py ├── statistics │ ├── baselines.shv.bak │ ├── baselines.shv.dat │ ├── baselines.shv.dir │ ├── perf_curves.shv.bak │ ├── perf_curves.shv.dat │ └── perf_curves.shv.dir ├── summarize.py ├── train_scheduler.py ├── train_server.py ├── trainer.py └── utils.py └── requirements.txt /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/YilunZhou/optimal-active-learning/HEAD/.gitignore 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