├── .DS_Store ├── .github └── workflows │ └── python-package.yaml ├── .gitignore ├── LICENSE ├── README.md ├── TransformerIML.md ├── demo └── tabpfniml_demo_notebook.ipynb ├── dist ├── tabpfniml-0.0.1-py3-none-any.whl └── tabpfniml-0.0.1.tar.gz ├── experiments ├── context_optimization │ ├── analyze_results_data_shapley.py │ ├── optimize_data_shapley.py │ └── results │ │ ├── ROCAUC_Run.pdf │ │ ├── data_shapley_1471_20240309_120008.csv │ │ ├── data_shapley_23512_20240309_220238.csv │ │ ├── data_shapley_41147_20240310_083047.csv │ │ ├── data_shapley_mean_1471_20240309_120008.csv │ │ ├── data_shapley_mean_23512_20240309_220238.csv │ │ └── data_shapley_mean_41147_20240310_083047.csv ├── ice_pd │ ├── analyze_results_ice_pd.py │ └── runtime_benchmark.py └── kernel_shap │ ├── __init__.py │ ├── analyze_results.py │ ├── benchmark.py │ ├── exact_shapley.py │ ├── kernel_shap.py │ └── results │ ├── Error_M_L.pdf │ └── Error_TC.pdf ├── pyproject.toml ├── requirements.txt ├── tabpfniml ├── __init__.py ├── datasets │ ├── __init__.py │ └── datasets.py ├── methods │ ├── __init__.py │ ├── ale.py │ ├── conformal_pred.py │ ├── counterfactuals.py │ ├── data_shapley.py │ ├── dca.py │ ├── ice_pd.py │ ├── interpret.py │ ├── kernel_shap.py │ ├── kernel_shap_package.py │ ├── loco.py │ └── sensitivity.py └── tabpfn_interpret │ ├── PrepareDatasets.ipynb │ ├── PriorFittingCustomPrior.ipynb │ ├── QuickPredictionDemo.ipynb │ ├── RunFullDatasetAnalyses.ipynb │ ├── __init__.py │ ├── datasets │ ├── __init__.py │ └── utils.py │ ├── decoders.py │ ├── encoders.py │ ├── initializers.py │ ├── layer.py │ ├── losses.py │ ├── model_configs.py │ ├── notebook_utils.py │ ├── positional_encodings.py │ ├── priors │ ├── __init__.py │ ├── differentiable_prior.py │ ├── fast_gp.py │ ├── flexible_categorical.py │ ├── mlp.py │ ├── prior.py │ ├── prior_bag.py │ └── utils.py │ ├── scripts │ ├── baseline_prediction_interface.py │ ├── decision_boundary.py │ ├── differentiable_pfn_evaluation.py │ ├── model_builder.py │ ├── model_configs.py │ ├── tabular_baselines.py │ ├── tabular_baselines_deep.py │ ├── tabular_evaluation.py │ ├── tabular_metrics.py │ └── transformer_prediction_interface.py │ ├── tests │ ├── __init__.py │ ├── test_deterministic_and_model_caching.py │ ├── test_follow_sklearn_interface.py │ └── test_load_module_only_inference.py │ ├── train.py │ ├── transformer.py │ └── utils.py └── tests ├── test_ale.py ├── test_counterfactuals.py ├── test_counterfactuals_is.py ├── test_dca.py ├── test_ice_pd.py ├── test_kernel_shap.py ├── test_kernel_shap_package.py ├── test_loco.py └── test_sensitivity.py /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/.DS_Store -------------------------------------------------------------------------------- /.github/workflows/python-package.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/.github/workflows/python-package.yaml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/README.md -------------------------------------------------------------------------------- /TransformerIML.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/TransformerIML.md -------------------------------------------------------------------------------- /demo/tabpfniml_demo_notebook.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/demo/tabpfniml_demo_notebook.ipynb -------------------------------------------------------------------------------- /dist/tabpfniml-0.0.1-py3-none-any.whl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/dist/tabpfniml-0.0.1-py3-none-any.whl -------------------------------------------------------------------------------- /dist/tabpfniml-0.0.1.tar.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/dist/tabpfniml-0.0.1.tar.gz -------------------------------------------------------------------------------- /experiments/context_optimization/analyze_results_data_shapley.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/context_optimization/analyze_results_data_shapley.py -------------------------------------------------------------------------------- /experiments/context_optimization/optimize_data_shapley.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/context_optimization/optimize_data_shapley.py -------------------------------------------------------------------------------- /experiments/context_optimization/results/ROCAUC_Run.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/context_optimization/results/ROCAUC_Run.pdf -------------------------------------------------------------------------------- /experiments/context_optimization/results/data_shapley_1471_20240309_120008.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/context_optimization/results/data_shapley_1471_20240309_120008.csv -------------------------------------------------------------------------------- /experiments/context_optimization/results/data_shapley_23512_20240309_220238.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/context_optimization/results/data_shapley_23512_20240309_220238.csv -------------------------------------------------------------------------------- /experiments/context_optimization/results/data_shapley_41147_20240310_083047.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/context_optimization/results/data_shapley_41147_20240310_083047.csv -------------------------------------------------------------------------------- /experiments/context_optimization/results/data_shapley_mean_1471_20240309_120008.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/context_optimization/results/data_shapley_mean_1471_20240309_120008.csv -------------------------------------------------------------------------------- /experiments/context_optimization/results/data_shapley_mean_23512_20240309_220238.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/context_optimization/results/data_shapley_mean_23512_20240309_220238.csv -------------------------------------------------------------------------------- /experiments/context_optimization/results/data_shapley_mean_41147_20240310_083047.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/context_optimization/results/data_shapley_mean_41147_20240310_083047.csv -------------------------------------------------------------------------------- /experiments/ice_pd/analyze_results_ice_pd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/ice_pd/analyze_results_ice_pd.py -------------------------------------------------------------------------------- /experiments/ice_pd/runtime_benchmark.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/ice_pd/runtime_benchmark.py -------------------------------------------------------------------------------- /experiments/kernel_shap/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /experiments/kernel_shap/analyze_results.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/kernel_shap/analyze_results.py -------------------------------------------------------------------------------- /experiments/kernel_shap/benchmark.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/kernel_shap/benchmark.py -------------------------------------------------------------------------------- /experiments/kernel_shap/exact_shapley.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/kernel_shap/exact_shapley.py -------------------------------------------------------------------------------- /experiments/kernel_shap/kernel_shap.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/kernel_shap/kernel_shap.py -------------------------------------------------------------------------------- /experiments/kernel_shap/results/Error_M_L.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/kernel_shap/results/Error_M_L.pdf -------------------------------------------------------------------------------- /experiments/kernel_shap/results/Error_TC.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/experiments/kernel_shap/results/Error_TC.pdf -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/pyproject.toml -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/requirements.txt -------------------------------------------------------------------------------- /tabpfniml/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/__init__.py -------------------------------------------------------------------------------- /tabpfniml/datasets/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tabpfniml/datasets/datasets.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/datasets/datasets.py -------------------------------------------------------------------------------- /tabpfniml/methods/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tabpfniml/methods/ale.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/methods/ale.py -------------------------------------------------------------------------------- /tabpfniml/methods/conformal_pred.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/methods/conformal_pred.py -------------------------------------------------------------------------------- /tabpfniml/methods/counterfactuals.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/methods/counterfactuals.py -------------------------------------------------------------------------------- /tabpfniml/methods/data_shapley.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/methods/data_shapley.py -------------------------------------------------------------------------------- /tabpfniml/methods/dca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/methods/dca.py -------------------------------------------------------------------------------- /tabpfniml/methods/ice_pd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/methods/ice_pd.py -------------------------------------------------------------------------------- /tabpfniml/methods/interpret.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/methods/interpret.py -------------------------------------------------------------------------------- /tabpfniml/methods/kernel_shap.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/methods/kernel_shap.py -------------------------------------------------------------------------------- /tabpfniml/methods/kernel_shap_package.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/methods/kernel_shap_package.py -------------------------------------------------------------------------------- /tabpfniml/methods/loco.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/methods/loco.py -------------------------------------------------------------------------------- /tabpfniml/methods/sensitivity.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/methods/sensitivity.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/PrepareDatasets.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/PrepareDatasets.ipynb -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/PriorFittingCustomPrior.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/PriorFittingCustomPrior.ipynb -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/QuickPredictionDemo.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/QuickPredictionDemo.ipynb -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/RunFullDatasetAnalyses.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/RunFullDatasetAnalyses.ipynb -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/__init__.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/datasets/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/datasets/__init__.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/datasets/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/datasets/utils.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/decoders.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/decoders.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/encoders.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/encoders.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/initializers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/initializers.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/layer.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/losses.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/losses.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/model_configs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/model_configs.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/notebook_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/notebook_utils.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/positional_encodings.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/positional_encodings.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/priors/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/priors/__init__.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/priors/differentiable_prior.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/priors/differentiable_prior.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/priors/fast_gp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/priors/fast_gp.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/priors/flexible_categorical.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/priors/flexible_categorical.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/priors/mlp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/priors/mlp.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/priors/prior.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/priors/prior.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/priors/prior_bag.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/priors/prior_bag.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/priors/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/priors/utils.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/scripts/baseline_prediction_interface.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/scripts/baseline_prediction_interface.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/scripts/decision_boundary.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/scripts/decision_boundary.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/scripts/differentiable_pfn_evaluation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/scripts/differentiable_pfn_evaluation.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/scripts/model_builder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/scripts/model_builder.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/scripts/model_configs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/scripts/model_configs.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/scripts/tabular_baselines.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/scripts/tabular_baselines.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/scripts/tabular_baselines_deep.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/scripts/tabular_baselines_deep.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/scripts/tabular_evaluation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/scripts/tabular_evaluation.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/scripts/tabular_metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/scripts/tabular_metrics.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/scripts/transformer_prediction_interface.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/scripts/transformer_prediction_interface.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/tests/test_deterministic_and_model_caching.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/tests/test_deterministic_and_model_caching.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/tests/test_follow_sklearn_interface.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/tests/test_follow_sklearn_interface.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/tests/test_load_module_only_inference.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/tests/test_load_module_only_inference.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/train.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/train.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/transformer.py -------------------------------------------------------------------------------- /tabpfniml/tabpfn_interpret/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tabpfniml/tabpfn_interpret/utils.py -------------------------------------------------------------------------------- /tests/test_ale.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tests/test_ale.py -------------------------------------------------------------------------------- /tests/test_counterfactuals.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tests/test_counterfactuals.py -------------------------------------------------------------------------------- /tests/test_counterfactuals_is.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tests/test_counterfactuals_is.py -------------------------------------------------------------------------------- /tests/test_dca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tests/test_dca.py -------------------------------------------------------------------------------- /tests/test_ice_pd.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tests/test_ice_pd.py -------------------------------------------------------------------------------- /tests/test_kernel_shap.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tests/test_kernel_shap.py -------------------------------------------------------------------------------- /tests/test_kernel_shap_package.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tests/test_kernel_shap_package.py -------------------------------------------------------------------------------- /tests/test_loco.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tests/test_loco.py -------------------------------------------------------------------------------- /tests/test_sensitivity.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/david-rundel/tabpfn_iml/HEAD/tests/test_sensitivity.py --------------------------------------------------------------------------------