├── .gitignore ├── LICENSE ├── MP_Neural_PDE_Solvers ├── README.md ├── analysis.ipynb ├── assets │ ├── MP-PDE-Solver.png │ ├── material │ │ ├── MP-PDE-Solvers_poster.pdf │ │ ├── MP-PDE-Solvers_poster.png │ │ ├── MP-PDE-Solvers_slides.pdf │ │ └── MP-PDE-Solvers_thumbnail.png │ └── shock_formation.png ├── common │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── coefficients.cpython-38.pyc │ │ ├── derivatives.cpython-38.pyc │ │ └── utils.cpython-38.pyc │ ├── coefficients.py │ ├── derivatives.py │ └── utils.py ├── environment.sh ├── equations │ ├── PDEs.py │ └── __pycache__ │ │ └── PDEs.cpython-38.pyc ├── experiments │ ├── models_cnn.py │ ├── models_fno.py │ ├── models_gnn.py │ ├── train.py │ └── train_helper.py ├── generate │ └── generate_data.py ├── setup.py └── temporal │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── solvers.cpython-38.pyc │ └── tableaux.cpython-38.pyc │ ├── solvers.py │ └── tableaux.py ├── README.md ├── argparse.py ├── assets ├── le_pde_uq.png ├── poster.pdf └── slide.pdf ├── datasets ├── fno_dataset.py ├── hyperparams.py └── load_dataset.py ├── le_pde_uq_analysis.ipynb ├── models.py ├── pytorch_net ├── README.md ├── Tutorial.ipynb ├── Tutorial.py ├── __init__ ├── __pycache__ │ ├── modules.cpython-38.pyc │ ├── net.cpython-38.pyc │ ├── util.cpython-36.pyc │ └── util.cpython-38.pyc ├── logger.py ├── mi.py ├── mi_test.ipynb ├── modules.ipynb ├── modules.py ├── net.ipynb ├── net.py ├── requirements.txt ├── swd.py └── util.py ├── requirements.txt ├── train.py ├── uncertainty_toolbox ├── README.md ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── data.cpython-38.pyc │ ├── metrics.cpython-38.pyc │ ├── metrics_accuracy.cpython-38.pyc │ ├── metrics_calibration.cpython-38.pyc │ ├── metrics_scoring_rule.cpython-38.pyc │ ├── recalibration.cpython-38.pyc │ ├── utils.cpython-38.pyc │ └── viz.cpython-38.pyc ├── data.py ├── matplotlibrc ├── metrics.py ├── metrics_accuracy.py ├── 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