├── .gitignore ├── .subshell_initfile ├── .subshell_rc ├── README.md ├── config.py ├── datasets_comb.png ├── environment.yml ├── experiments ├── template_experiment │ ├── analysis_scripts │ │ ├── experiment1_average_prob.py │ │ ├── experiment1_precision_recall.py │ │ ├── experiment2_precision_recall.py │ │ ├── experiment3_precision_recall.py │ │ └── experiment4_precision_recall.py │ ├── analysis_utilities │ │ ├── class_conditioned_average_probability_functions.py │ │ ├── class_conditioned_average_probability_functions_test_sequence.py │ │ ├── human_data_statistics.py │ │ ├── misc_functions.py │ │ ├── names.py │ │ ├── precision_recall_utilities.py │ │ ├── probability_utilities.py │ │ ├── test_sequence_forward_functions.py │ │ ├── training_statistics.py │ │ └── visualize_average_probability.py │ ├── experiment1_script.py │ ├── experiment_utilities.py │ ├── figures_scripts │ │ ├── experiment1_average_precision_table_main.py │ │ ├── experiment1_average_precision_table_supp.py │ │ ├── experiment1_average_probabilities_plot_main.py │ │ ├── experiment1_average_probabilities_plot_supp.py │ │ ├── experiment1_visualize_feature_space.py │ │ ├── experiment1_visualize_lstm_embedding_space.py │ │ └── visualize_human_data.py │ ├── prep_butterflies_data.py │ ├── prep_greebles_data.py │ ├── prep_oct_data.py │ ├── runner_baseline.py │ ├── runner_classifier_model1v1.py │ ├── runner_classifier_model1v2.py │ ├── runner_classifier_model1v2_wpca.py │ ├── runner_classifier_model1v3.py │ ├── runner_direct_response_model1v1.py │ ├── runner_direct_response_model1v2.py │ ├── runner_direct_response_model1v3.py │ ├── runner_direct_response_model1v3_wpca.py │ ├── runner_direct_response_transformer.py │ ├── runner_dkt_translation_model.py │ ├── runner_exemplar_baseline.py │ ├── runner_gt_baseline.py │ ├── runner_per_class_accuracy_baseline.py │ ├── runner_prototype_baseline.py │ ├── runner_template.py │ └── runner_timestep_baseline.py └── vkt_experiment │ ├── analysis_scripts │ ├── experiment1_average_prob.py │ ├── experiment1_precision_recall.py │ ├── experiment2_precision_recall.py │ ├── experiment3_precision_recall.py │ └── experiment4_precision_recall.py │ ├── analysis_utilities │ ├── class_conditioned_average_probability_functions.py │ ├── class_conditioned_average_probability_functions_test_sequence.py │ ├── human_data_statistics.py │ ├── misc_functions.py │ ├── names.py │ ├── precision_recall_utilities.py │ ├── probability_utilities.py │ ├── test_sequence_forward_functions.py │ ├── training_statistics.py │ └── visualize_average_probability.py │ ├── experiment1_script.py │ ├── experiment2_script.py │ ├── experiment3_script.py │ ├── experiment4_script.py │ ├── experiment_utilities.py │ ├── figures │ ├── experiment1 │ │ ├── main_paper_tables │ │ │ └── html_files │ │ │ │ ├── experiment1_average_precision_OCT.html │ │ │ │ ├── experiment1_average_precision_butterflies.html │ │ │ │ └── experiment1_average_precision_greebles.html │ │ └── supp_paper_tables │ │ │ └── html_files │ │ │ ├── experiment1_average_precision_OCT.html │ │ │ ├── experiment1_average_precision_butterflies.html │ │ │ └── experiment1_average_precision_greebles.html │ ├── experiment2 │ │ └── html_files │ │ │ ├── experiment2_average_precision_OCT.html │ │ │ ├── experiment2_average_precision_butterflies.html │ │ │ └── experiment2_average_precision_greebles.html │ ├── experiment3 │ │ └── html_files │ │ │ └── experiment3_average_precision_butterflies.html │ └── experiment4 │ │ └── supp_paper_tables │ │ └── html_files │ │ └── experiment4_average_precision_butterflies.html │ ├── figures_scripts │ ├── experiment1_average_precision_table_main.py │ ├── experiment1_average_precision_table_supp.py │ ├── experiment1_average_probabilities_plot_main.py │ ├── experiment1_average_probabilities_plot_supp.py │ ├── experiment1_visualize_feature_space.py │ ├── experiment1_visualize_lstm_embedding_space.py │ ├── experiment2_average_precision_table.py │ ├── experiment3_average_precision_table.py │ ├── experiment4_average_precision_table.py │ └── visualize_human_data.py │ ├── prep_butterflies_data.py │ ├── prep_greebles_data.py │ ├── prep_oct_data.py │ ├── runner_baseline.py │ ├── runner_classifier_model1v1.py │ ├── runner_classifier_model1v2.py │ ├── runner_classifier_model1v2_wpca.py │ ├── runner_classifier_model1v3.py │ ├── runner_direct_response_model1v1.py │ ├── runner_direct_response_model1v2.py │ ├── runner_direct_response_model1v3.py │ ├── runner_direct_response_model1v3_wpca.py │ ├── runner_direct_response_transformer.py │ ├── runner_dkt_translation_model.py │ ├── runner_exemplar_baseline.py │ ├── runner_gt_baseline.py │ ├── runner_per_class_accuracy_baseline.py │ ├── runner_prototype_baseline.py │ └── runner_timestep_baseline.py ├── feature_extractors ├── __init__.py ├── cnn128_backbone.py ├── cnn144_1ch_backbone.py ├── cnn144_backbone.py └── resnet.py ├── project_subshell.sh ├── tracing_models ├── baseline │ ├── __init__.py │ ├── baseline.py │ ├── exemplar.py │ ├── gt_baseline.py │ ├── per_class_accuracy_baseline.py │ ├── prototype.py │ └── timestep_specific_baseline.py ├── dkt_translation │ ├── __init__.py │ └── dkt_translation_model.py ├── lstm │ ├── __init__.py │ ├── _note.txt │ ├── classifier_model1v1.py │ ├── classifier_model1v2.py │ ├── classifier_model1v2_wpca.py │ ├── classifier_model1v3.py │ ├── direct_response_model1v1.py │ ├── direct_response_model1v2.py │ ├── direct_response_model1v3.py │ ├── direct_response_model1v3_wpca.py │ └── fe_builder.py ├── template │ ├── __init__.py │ ├── fe_builder.py │ └── template.py └── transformer │ ├── __init__.py │ ├── direct_response_transformer.py │ └── subclasses.py └── utilities ├── __init__.py ├── compute_confidence_intervals.py ├── custom_losses.py ├── database_utilities.py ├── datasets ├── __init__.py ├── datasets.py └── preprocessing.py ├── feature_extractors.py ├── file_utilities.py ├── gradients.py ├── hyperplanes.py └── information_level_functions.py /.gitignore: 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