CHANGELOG.md
LICENSE
MANIFEST.in
README.md
pyproject.toml
src/torchregress/__init__.py
src/torchregress/comparison.py
src/torchregress/estimators.py
src/torchregress/health.py
src/torchregress/method_catalog.py
src/torchregress/prediction.py
src/torchregress/py.typed
src/torchregress/semi_supervised.py
src/torchregress.egg-info/PKG-INFO
src/torchregress.egg-info/SOURCES.txt
src/torchregress.egg-info/dependency_links.txt
src/torchregress.egg-info/entry_points.txt
src/torchregress.egg-info/requires.txt
src/torchregress.egg-info/top_level.txt
src/torchregress/algorithms/__init__.py
src/torchregress/algorithms/adaptive_prior_vi.py
src/torchregress/algorithms/covariance_pseudo_labels.py
src/torchregress/algorithms/error_aware.py
src/torchregress/algorithms/forward_inversion.py
src/torchregress/algorithms/group_dro.py
src/torchregress/algorithms/heteroscedastic_laplace.py
src/torchregress/algorithms/irls.py
src/torchregress/algorithms/irls_fit.py
src/torchregress/algorithms/ivon.py
src/torchregress/algorithms/latentnn.py
src/torchregress/algorithms/rc.py
src/torchregress/algorithms/simex.py
src/torchregress/algorithms/tictac.py
src/torchregress/algorithms/vir.py
src/torchregress/algorithms/warmup_mc.py
src/torchregress/calibration/__init__.py
src/torchregress/calibration/metrics.py
src/torchregress/calibration/multisource.py
src/torchregress/calibration/posthoc.py
src/torchregress/calibration/semicp.py
src/torchregress/calibration/shift.py
src/torchregress/causal/__init__.py
src/torchregress/causal/diagnostics.py
src/torchregress/causal/dr.py
src/torchregress/constraints/__init__.py
src/torchregress/constraints/heads.py
src/torchregress/ensemble/__init__.py
src/torchregress/ensemble/_variance.py
src/torchregress/ensemble/base.py
src/torchregress/ensemble/bnn.py
src/torchregress/ensemble/combiners.py
src/torchregress/ensemble/laplace.py
src/torchregress/ensemble/layers.py
src/torchregress/ensemble/mc_dropout.py
src/torchregress/ensemble/models.py
src/torchregress/ensemble/packed.py
src/torchregress/ensemble/snapshot.py
src/torchregress/ensemble/swag.py
src/torchregress/ensemble/utils.py
src/torchregress/inference/__init__.py
src/torchregress/inference/orthogonal.py
src/torchregress/inference/ppi.py
src/torchregress/inference/ratio.py
src/torchregress/losses/__init__.py
src/torchregress/losses/_poisson_gaussian_kernel.py
src/torchregress/losses/balanced_mse.py
src/torchregress/losses/balanced_mse_bmc.py
src/torchregress/losses/base.py
src/torchregress/losses/beta_nll.py
src/torchregress/losses/cdf.py
src/torchregress/losses/censored.py
src/torchregress/losses/conformal.py
src/torchregress/losses/contrastive.py
src/torchregress/losses/eiv.py
src/torchregress/losses/evidential.py
src/torchregress/losses/expectile.py
src/torchregress/losses/faithful_gaussian.py
src/torchregress/losses/families.py
src/torchregress/losses/forward_quadrature.py
src/torchregress/losses/gaussian.py
src/torchregress/losses/gaussian_wasserstein.py
src/torchregress/losses/imbalanced.py
src/torchregress/losses/loss_registry.py
src/torchregress/losses/mdn.py
src/torchregress/losses/multisource.py
src/torchregress/losses/multisource_robust.py
src/torchregress/losses/nflows.py
src/torchregress/losses/noise_aware_density.py
src/torchregress/losses/nre.py
src/torchregress/losses/ordinal.py
src/torchregress/losses/poisson.py
src/torchregress/losses/poisson_gaussian.py
src/torchregress/losses/prime.py
src/torchregress/losses/quantile.py
src/torchregress/losses/rank_sim.py
src/torchregress/losses/robust.py
src/torchregress/losses/sls.py
src/torchregress/losses/split_eiv.py
src/torchregress/losses/student_t.py
src/torchregress/losses/transforms.py
src/torchregress/losses/tweedie.py
src/torchregress/losses/uncertain_gt.py
src/torchregress/losses/utils_robust.py
src/torchregress/losses/waldo.py
src/torchregress/losses/wasserstein1d.py
src/torchregress/metrics/__init__.py
src/torchregress/metrics/censored.py
src/torchregress/metrics/decision.py
src/torchregress/metrics/density.py
src/torchregress/metrics/distribution.py
src/torchregress/metrics/ensemble.py
src/torchregress/metrics/interval.py
src/torchregress/metrics/multivariate.py
src/torchregress/metrics/ood.py
src/torchregress/metrics/ordinal.py
src/torchregress/metrics/point.py
src/torchregress/metrics/representation.py
src/torchregress/metrics/sbi.py
src/torchregress/metrics/tac.py
src/torchregress/metrics/uncertain.py
src/torchregress/metrics/utils.py
src/torchregress/models/__init__.py
src/torchregress/models/copula_spline.py
src/torchregress/models/flow_matching.py
src/torchregress/models/ft_transformer.py
src/torchregress/models/normalizing_flow_map.py
src/torchregress/models/preprocessing.py
src/torchregress/models/tabular_mlp.py
src/torchregress/models/training.py
src/torchregress/test_time/__init__.py
src/torchregress/test_time/base.py
src/torchregress/test_time/bayes.py
src/torchregress/test_time/benchmark.py
src/torchregress/test_time/cosa.py
src/torchregress/test_time/dynamic.py
src/torchregress/test_time/joint_tta.py
src/torchregress/test_time/label_shift.py
src/torchregress/test_time/ot_conformal.py
src/torchregress/test_time/ot_conformal_predictive.py
src/torchregress/test_time/selection.py
src/torchregress/test_time/shift_weights.py
src/torchregress/test_time/subspace.py
src/torchregress/test_time/transport.py
src/torchregress/utils/__init__.py
src/torchregress/utils/augment.py
src/torchregress/utils/bspline.py
src/torchregress/utils/distributions.py
src/torchregress/utils/gaussian_output.py
src/torchregress/utils/numpy_stats.py
src/torchregress/utils/openml_relaxed.py
src/torchregress/utils/ordinal.py
src/torchregress/utils/propensity.py
src/torchregress/utils/pytorch_compat.py
src/torchregress/utils/quantile.py
src/torchregress/utils/reduction.py
src/torchregress/utils/security.py
src/torchregress/utils/semisupervised.py
src/torchregress/utils/tensor_ops.py
src/torchregress/utils/transform.py
src/torchregress/utils/validation.py
src/torchregress/viz/__init__.py
src/torchregress/viz/diagnostic.py
src/torchregress/viz/monitoring.py
src/torchregress/viz/results.py
src/torchregress/viz/utils.py
tests/__init__.py
tests/_multisource_reference.py
tests/_test_models.py
tests/conftest.py
tests/test_adaptive_prior_vi.py
tests/test_advanced_losses_behavior.py
tests/test_api_consistency.py
tests/test_bayes_linear_head.py
tests/test_benchmark_report_summary.py
tests/test_benchmark_smoke.py
tests/test_blr_benchmarks_smoke.py
tests/test_bnn.py
tests/test_boxcox_detailed.py
tests/test_calibration_package.py
tests/test_causal_diagnostics.py
tests/test_causal_dr.py
tests/test_ci_workflow_contracts.py
tests/test_comparison.py
tests/test_comparison_seed.py
tests/test_constraints_calibration.py
tests/test_contrastive_flow_example.py
tests/test_copula_spline.py
tests/test_decision_metrics.py
tests/test_device_parity.py
tests/test_docs_claims_guardrail.py
tests/test_docs_snippets_smoke.py
tests/test_ensemble.py
tests/test_ensemble_consistency.py
tests/test_ensemble_correctness_fixes.py
tests/test_ensemble_training_behavior.py
tests/test_ensemble_uncertainty_behavior.py
tests/test_estimators.py
tests/test_examples_output_summaries.py
tests/test_examples_smoke.py
tests/test_flow_memory_cycles.py
tests/test_forward_quadrature.py
tests/test_health.py
tests/test_heteroscedastic_laplace.py
tests/test_inference_orthogonal.py
tests/test_joint_tta.py
tests/test_loss_forward_signature_contracts.py
tests/test_method_catalog.py
tests/test_method_catalog_render.py
tests/test_metrics.py
tests/test_metrics_calibration_ood_behavior.py
tests/test_metrics_censored.py
tests/test_metrics_hardening.py
tests/test_metrics_multivariate.py
tests/test_metrics_ordinal.py
tests/test_metrics_point.py
tests/test_metrics_tail.py
tests/test_metrics_uncertain.py
tests/test_multisource_gaussian.py
tests/test_multisource_robust.py
tests/test_multisource_splines.py
tests/test_multisource_vectorized.py
tests/test_multivariate_score_cp.py
tests/test_native_leverage_matrix_contracts.py
tests/test_native_parity.py
tests/test_nexc_conformal.py
tests/test_numerical_stability.py
tests/test_openml_relaxed.py
tests/test_optional_flow_behavior.py
tests/test_ot_conformal.py
tests/test_ot_conformal_edge.py
tests/test_packed_ensemble.py
tests/test_ppi_inference.py
tests/test_prediction.py
tests/test_prediction_and_test_time.py
tests/test_probabilistic_loss_stress.py
tests/test_public_api_contracts.py
tests/test_realdata_recommendation_render.py
tests/test_release_scripts.py
tests/test_reliability.py
tests/test_scaling.py
tests/test_security.py
tests/test_semi_supervised.py
tests/test_tictac.py
tests/test_trcor05_weighted_quantile.py
tests/test_utils_augment_api.py
tests/test_utils_distributions.py
tests/test_utils_exports.py
tests/test_utils_gaussian_output.py
tests/test_utils_numpy_stats.py
tests/test_utils_ordinal.py
tests/test_utils_propensity.py
tests/test_utils_pytorch_compat.py
tests/test_utils_quantile.py
tests/test_utils_semisupervised.py
tests/test_utils_tensor_ops.py
tests/test_utils_transform.py
tests/test_utils_validation.py
tests/test_viz.py
tests/test_viz_extended.py
tests/test_viz_intervals.py
tests/test_viz_monitoring.py
tests/test_viz_results.py
tests/test_viz_utils.py
tests/algorithms/test_covariance_pseudo_labels.py
tests/algorithms/test_error_aware.py
tests/algorithms/test_forward_inversion.py
tests/algorithms/test_group_dro.py
tests/algorithms/test_irls.py
tests/algorithms/test_irls_fit.py
tests/algorithms/test_irls_security.py
tests/algorithms/test_ivon.py
tests/algorithms/test_latentnn.py
tests/algorithms/test_rc.py
tests/algorithms/test_rc_security.py
tests/algorithms/test_simex.py
tests/algorithms/test_simex_security.py
tests/algorithms/test_vir.py
tests/algorithms/test_warmup_mc.py
tests/audit/test_audit_batch4.py
tests/audit/test_audit_batch5.py
tests/audit/test_audit_c2.py
tests/audit/test_audit_conformal_losses_b.py
tests/audit/test_audit_inference.py
tests/audit/test_audit_losses_a.py
tests/audit/test_audit_metrics.py
tests/audit/test_audit_postharness.py
tests/calibration/test_metrics.py
tests/calibration/test_posthoc.py
tests/calibration/test_semicp.py
tests/calibration/test_semicp_single_inflation.py
tests/calibration/test_shift.py
tests/calibration/test_shift_edge.py
tests/calibration/test_variance_restoring.py
tests/causal/test_diagnostics.py
tests/causal/test_dr.py
tests/causal/test_dr_ppi_guards.py
tests/constraints/test_heads.py
tests/ensemble/test_combiners.py
tests/ensemble/test_mc_dropout.py
tests/ensemble/test_snapshot_and_laplace.py
tests/ensemble/test_swag.py
tests/ensemble/test_swag_buffer_contract.py
tests/inference/test_ppi.py
tests/inference/test_ppi_dr_integration.py
tests/inference/test_ratio.py
tests/losses/__init__.py
tests/losses/test_balanced_mse.py
tests/losses/test_balanced_mse_bmc.py
tests/losses/test_base.py
tests/losses/test_base_integration.py
tests/losses/test_beta_nll.py
tests/losses/test_binned_joint.py
tests/losses/test_bpf_identity_tails.py
tests/losses/test_cdf.py
tests/losses/test_censored.py
tests/losses/test_conformal.py
tests/losses/test_conformal_streaming.py
tests/losses/test_conformal_weighted_quantile.py
tests/losses/test_conformalized_density.py
tests/losses/test_contrastive_nflows.py
tests/losses/test_cti_vectorization.py
tests/losses/test_cvar.py
tests/losses/test_density_api.py
tests/losses/test_eiv.py
tests/losses/test_eiv_correctness.py
tests/losses/test_eiv_internals.py
tests/losses/test_evidential.py
tests/losses/test_expectile.py
tests/losses/test_faithful_gaussian.py
tests/losses/test_families.py
tests/losses/test_functional_wrappers.py
tests/losses/test_gaussian.py
tests/losses/test_gaussian_consistency.py
tests/losses/test_gaussian_wasserstein.py
tests/losses/test_gaussian_wasserstein_hybrid_behaviour.py
tests/losses/test_imbalanced.py
tests/losses/test_indirect_utilities.py
tests/losses/test_loss_fixes.py
tests/losses/test_loss_registry.py
tests/losses/test_losses_regression_guards.py
tests/losses/test_mdn.py
tests/losses/test_nflows.py
tests/losses/test_nflows_affine_stability.py
tests/losses/test_nflows_tail_bound.py
tests/losses/test_noise_aware_density.py
tests/losses/test_noise_density_contract_regressions.py
tests/losses/test_non_gaussian_consistency.py
tests/losses/test_nre.py
tests/losses/test_ordinal.py
tests/losses/test_poisson.py
tests/losses/test_poisson_gaussian.py
tests/losses/test_poisson_gaussian_convolution.py
tests/losses/test_prime_conr.py
tests/losses/test_quantile.py
tests/losses/test_rank_n_contrast.py
tests/losses/test_rank_sim.py
tests/losses/test_robust.py
tests/losses/test_skew_t_cdf_accuracy.py
tests/losses/test_sls.py
tests/losses/test_sls_conformal.py
tests/losses/test_sls_internals.py
tests/losses/test_split_eiv.py
tests/losses/test_student_t.py
tests/losses/test_transforms.py
tests/losses/test_tweedie.py
tests/losses/test_uncertain_gt.py
tests/losses/test_waldo.py
tests/losses/test_wasserstein1d.py
tests/metrics/test_density_metrics.py
tests/metrics/test_distribution.py
tests/metrics/test_distribution_guards.py
tests/metrics/test_functional_device.py
tests/metrics/test_reference_parity.py
tests/metrics/test_representation.py
tests/metrics/test_sbi.py
tests/metrics/test_scoring_properties.py
tests/models/test_flow_matching.py
tests/models/test_ft_transformer.py
tests/models/test_normalizing_flow_map.py
tests/models/test_tabular_mlp.py
tests/test_time/test_base.py
tests/test_time/test_bayes.py
tests/test_time/test_benchmark.py
tests/test_time/test_calibration.py
tests/test_time/test_cosa_and_conformal.py
tests/test_time/test_dynamic.py
tests/test_time/test_label_shift.py
tests/test_time/test_label_shift_bbse.py
tests/test_time/test_label_shift_edge.py
tests/test_time/test_ot_conformal_predictive.py
tests/test_time/test_ot_conformal_weighted_split.py
tests/test_time/test_selection.py
tests/test_time/test_selection_edge.py
tests/test_time/test_subspace.py
tests/test_time/test_subspace_edge.py
tests/test_time/test_transport.py
tests/test_time/test_transport_orchestrator.py
tests/utils/test_augment.py
tests/utils/test_bspline.py
tests/utils/test_check_pin_rollout_drift.py
tests/utils/test_check_test_fixture_pin_discipline.py
tests/utils/test_reduction.py
tests/utils/test_tensor_ops.py
tests/viz/test_figure_lifecycle.py
tests/viz/test_monitoring.py