├── .github └── workflows │ └── main.yml ├── .gitignore ├── CITATION.bib ├── CODE_OF_CONDUCT.md ├── LICENSE.txt ├── NOTICE.txt ├── README.md ├── SECURITY.md ├── SUPPORT.md ├── azure-pipelines.yml ├── environment.yml ├── pyproject.toml ├── setup.cfg ├── setup.py ├── tabflex_conda.yaml ├── tabflex_conda_update.yaml └── ticl ├── __init__.py ├── analysis └── icl.ipynb ├── cli_parsing.py ├── config_utils.py ├── configs ├── mothernet_configs.py ├── ssm_mothernet_configs.py └── tabpfn_configs.py ├── conftest.py ├── dataloader.py ├── datasets ├── __init__.py ├── eval_model_on_step_function_prior.py └── synthetic_dataset_evaluation.py ├── distributions.py ├── environment.py ├── evaluation ├── baselines │ ├── baseline_prediction_interface.py │ ├── distill_mlp.py │ ├── evaluate_baselines_sklearn.py │ ├── evaluate_mlps_sklearn.py │ ├── resnet.py │ ├── tabular_baselines.py │ └── torch_mlp.py ├── benchmark_node_gam_datasets.py ├── case_studies.py ├── cd_plot_new │ ├── cd_plot_code.py │ ├── eval_am_code.py │ └── ni_plot_code.py ├── concurvity.py ├── critical_differences.py ├── demo_app.py ├── demo_plotting.py ├── fit_learning_curve.py ├── imbalanced_data.py ├── node_gam_data.py ├── noisy_data.py ├── plot_shape_function.py ├── tabular_evaluation.py ├── tabular_metrics.py └── utils.py ├── fit_model.py ├── model_builder.py ├── model_configs.py ├── model_eval.py ├── models ├── __init__.py ├── biattention_tabpfn.py ├── decoders.py ├── encoders.py ├── gamformer.py ├── la_mothernet.py ├── layer.py ├── linear_attention.py ├── mothernet.py ├── mothernet_additive.py ├── perceiver.py ├── positional_encodings.py ├── tabflex.py ├── tabpfn.py └── utils.py ├── notebooks ├── 1d_step_function_failure_cases.ipynb ├── binary_pattern_failure_cases.ipynb ├── compare_models.ipynb ├── integrate_ebm_visualizations.ipynb ├── large_test_set.ipynb ├── mlflow-plotting.ipynb ├── paper_plots.ipynb ├── plots_comparision_paper.ipynb ├── regression.ipynb ├── run_test_set_evaluation-Copy1.ipynb ├── run_test_set_evaluation-Copy2.ipynb ├── run_test_set_evaluation-Copy3.ipynb ├── run_test_set_evaluation.ipynb ├── run_validation_set_evaluation.ipynb ├── run_validation_set_regression.ipynb ├── shape_function_comparison.ipynb ├── tabzilla_dataset_view.ipynb ├── validation_set_scores.ipynb └── validation_set_select.ipynb ├── pip ├── prediction ├── __init__.py ├── gamformer.py ├── mothernet.py ├── tabflex.py └── tabpfn.py ├── priors ├── __init__.py ├── boolean_conjunctions.py ├── classification_adapter.py ├── fast_gp.py ├── mlp.py ├── prior_bag.py ├── prototyping_datasets.py ├── step_function_prior.py └── utils.py ├── profiling_prediction.py ├── run_exps.sh ├── testing_utils.py ├── tests ├── __init__.py ├── baselines │ └── test_train_mlp_resnet.py ├── models │ └── test_utils.py ├── prediction │ ├── test_predict_mothernet.py │ ├── test_predict_mothernet_init_mlp.py │ ├── test_predict_tabflex.py │ └── test_predict_tabpfn.py ├── priors │ ├── test_boolean_data.py │ ├── test_classification_prior.py │ ├── test_differentiable_hyperparameter.py │ ├── test_mlp_prior.py │ ├── test_multiclass_step.py │ └── test_step_function_prior.py ├── test_categorical_embedding.py ├── test_dataloader.py ├── test_fit_model_parsing.py ├── test_follow_sklearn_interface.py ├── test_get_gradients.py ├── test_learning_rate_schedulers.py ├── test_load_module_only_inference.py ├── test_standardization.py └── training │ ├── __init__.py │ ├── test_train_additive.py │ ├── test_train_baam.py │ ├── test_train_batabpfn.py │ ├── test_train_mothernet.py │ ├── test_train_perceiver.py │ ├── test_train_tabflex.py │ └── test_train_tabpfn.py ├── train.py └── utils.py /.github/workflows/main.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/microsoft/ticl/HEAD/.github/workflows/main.yml -------------------------------------------------------------------------------- /.gitignore: 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