├── README.md ├── baselines ├── crnngan_train.py ├── dspd_train.py ├── ehrmgan_train.py ├── gtgan_train.py ├── halo_generate.py ├── halo_preprocess.py ├── halo_train.py ├── pt_forcing_train.py ├── rcgan_train.py └── timegan_train.py ├── data └── .gitkeep ├── etdiff_train.py ├── eval_samples.py ├── evaluate ├── nn_classifier.py ├── privacy.py ├── utility.py └── utils.py ├── helpers ├── loader.py └── utils.py ├── imgs └── .gitkeep ├── models ├── ETDiff │ ├── blocks.py │ ├── et_diff.py │ ├── gaussian_diffusion.py │ ├── mixed_diffusion.py │ └── utils.py ├── crnn_gan │ ├── c_rnn_gan.py │ ├── generate.py │ ├── midi_statistics.py │ ├── music_data_utils.py │ └── train.py ├── ehr_m_gan │ ├── Bilateral_lstm_class.py │ ├── Contrastivelosslayer.py │ ├── init_state.py │ ├── m3gan.py │ ├── networks.py │ └── utils.py ├── gt_gan │ ├── GTGAN_energy.py │ ├── GTGAN_stocks.py │ ├── GTGAN_stocks_irregular.py │ ├── TorchDiffEqPack │ │ ├── __init__.py │ │ ├── misc.py │ │ ├── odesolver │ │ │ ├── __init__.py │ │ │ ├── adaptive_grid_solver.py │ │ │ ├── autograd_functional.py │ │ │ ├── base.py │ │ │ ├── fixed_grid_solver.py │ │ │ ├── ode_solver.py │ │ │ ├── stiff_ode_solver.py │ │ │ ├── symplectic.py │ │ │ └── tuple_to_tensor_wrapper.py │ │ ├── odesolver_mem │ │ │ ├── __init__.py │ │ │ ├── adjoint.py │ │ │ ├── adjoint_mem.py │ │ │ └── odesolver_endtime.py │ │ └── utils.py │ ├── controldiffeq │ │ ├── __init__.py │ │ ├── cdeint_module.py │ │ ├── interpolate.py │ │ └── misc.py │ ├── ctfp_tools.py │ ├── datasets │ │ ├── __init__.py │ │ └── common.py │ ├── gru_ode_bayes │ │ ├── __init__.py │ │ ├── data_utils.py │ │ ├── logger.py │ │ ├── models.py │ │ └── paper_plotting.py │ ├── lib │ │ ├── datasets.py │ │ ├── layers │ │ │ ├── __init__.py │ │ │ ├── cnf.py │ │ │ ├── container.py │ │ │ ├── coupling.py │ │ │ ├── diffeq_layers │ │ │ │ ├── __init__.py │ │ │ │ ├── basic.py │ │ │ │ ├── container.py │ │ │ │ └── wrappers.py │ │ │ ├── elemwise.py │ │ │ ├── glow.py │ │ │ ├── norm_flows.py │ │ │ ├── normalization.py │ │ │ ├── odefunc.py │ │ │ ├── resnet.py │ │ │ ├── squeeze.py │ │ │ └── wrappers │ │ │ │ └── cnf_regularization.py │ │ ├── odenvp.py │ │ ├── spectral_norm.py │ │ └── utils.py │ ├── metrics │ │ ├── discriminative_metrics.py │ │ ├── predictive_metrics.py │ │ └── visualization_metrics.py │ ├── time_dataset.py │ ├── train_misc.py │ └── utils.py ├── halo │ ├── __pycache__ │ │ ├── config.cpython-312.pyc │ │ └── model.cpython-312.pyc │ ├── config.py │ └── model.py ├── p_or_t_forcing │ ├── cfg.py │ ├── dataset.py │ ├── model.py │ ├── modules │ │ ├── __init__.py │ │ ├── discriminator.py │ │ └── generator.py │ ├── opts.py │ ├── sampler.py │ ├── trainer.py │ └── utils.py ├── rc_gan │ ├── RVAE │ │ ├── launch_sine_generation_RVAE.py │ │ ├── launch_sine_generation_RVAE_concatenated_input.py │ │ ├── sine_generation_RVAE.py │ │ ├── sine_generation_RVAE_concatenated_input.py │ │ ├── sine_generation_RVAE_concatenated_input_find_best_model.py │ │ └── sine_generation_RVAE_find_best_model.py │ ├── __init__.py │ ├── data_utils.py │ ├── differential_privacy │ │ ├── dp_sgd │ │ │ └── dp_optimizer │ │ │ │ ├── dp_optimizer.py │ │ │ │ ├── sanitizer.py │ │ │ │ └── utils.py │ │ └── privacy_accountant │ │ │ └── tf │ │ │ └── accountant.py │ ├── eICU_synthetic_dataset_generation.py │ ├── eICU_task.py │ ├── eICU_tstr_evaluation.py │ ├── eugenium_mmd.py │ ├── eval.py │ ├── kernel.py │ ├── mmd.py │ ├── mod_core_rnn_cell_impl.py │ ├── model.py │ ├── paths.py │ ├── plotting.py │ ├── tf_ops.py │ ├── tstr.py │ └── utils.py ├── time_gan │ ├── data_loading.py │ ├── metrics │ │ ├── discriminative_score_metrics.py │ │ ├── predictive_score_metrics.py │ │ └── visualization_metrics.py │ └── tgan.py └── tsdiff │ ├── __init__.py │ ├── csdi │ ├── config │ │ └── base.yaml │ ├── dataset_physio.py │ ├── dataset_pm25.py │ ├── diff_models.py │ ├── download.py │ ├── exe_physio.py │ ├── exe_pm25.py │ ├── experiment.py │ ├── main_model.py │ └── utils.py │ ├── data │ ├── __init__.py │ └── generate.py │ ├── diffusion │ ├── __init__.py │ ├── beta_scheduler.py │ ├── continuous_diffusion.py │ ├── discrete_diffusion.py │ └── noise.py │ ├── forecasting │ ├── __init__.py │ ├── experiment.py │ ├── experiment.yaml │ ├── models │ │ ├── __init__.py │ │ ├── score_estimator.py │ │ ├── score_network.py │ │ └── time_grad_network.py │ ├── train.py │ └── train_deepvar.py │ ├── neural_process │ ├── __init__.py │ ├── experiment.py │ ├── experiment.yaml │ └── train.py │ ├── synthetic │ ├── __init__.py │ ├── data.py │ ├── diffusion_model.py │ ├── discriminator_experiment.py │ ├── discriminator_experiment.yaml │ ├── experiment.py │ ├── experiment.yaml │ ├── nf_model.py │ ├── ode_model.py │ └── sde_model.py │ └── utils │ ├── __init__.py │ ├── dotdict.py │ ├── epsilon_theta.py │ ├── exception.py │ ├── feedforward.py │ ├── positional_encoding.py │ └── trainer.py ├── preprocess ├── eicu_data.ipynb ├── eicu_irregular_data.ipynb ├── eicu_regular_etdiff.ipynb ├── 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