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TUM Physics-based Simulation

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  1. PhiFlow PhiFlow Public

    A differentiable PDE solving framework for machine learning

    Python 1.6k 202

  2. pbdl-book pbdl-book Public

    Welcome to the Physics-based Deep Learning Book v0.3 - the GenAI Edition

    Jupyter Notebook 1.1k 172

  3. Solver-in-the-Loop Solver-in-the-Loop Public

    Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers

    Python 156 31

  4. mantaflow mantaflow Public

    Forked from thunil/mantaflow

    mantaflow is an open-source framework targeted at fluid simulation research in Computer Graphics and Machine Learning.

    C++ 140 27

  5. PhiML PhiML Public

    Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy

    Python 84 10

  6. autoreg-pde-diffusion autoreg-pde-diffusion Public

    Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation

    Jupyter Notebook 84 11

Repositories

Showing 10 of 42 repositories
  • PhiML Public

    Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy

    Python 84 MIT 10 3 1 Updated Apr 22, 2025
  • tsm-ir-diffusion Public

    ICLR 2025 Paper

    Python 0 Apache-2.0 0 0 0 Updated Apr 17, 2025
  • PhiFlow Public

    A differentiable PDE solving framework for machine learning

    Python 1,592 MIT 202 21 0 Updated Apr 15, 2025
  • ADL4P Public
    HTML 1 MIT 0 0 0 Updated Apr 10, 2025
  • pbdl-book Public

    Welcome to the Physics-based Deep Learning Book v0.3 - the GenAI Edition

    Jupyter Notebook 1,087 172 0 0 Updated Mar 31, 2025
  • dgn4cfd Public

    Official implementation of Diffusion Graph Networks (DGNs)

    Python 33 Apache-2.0 5 0 0 Updated Mar 17, 2025
  • PRDP Public

    PRDP paper

    Jupyter Notebook 6 Apache-2.0 1 0 0 Updated Mar 8, 2025
  • ConFIG Public

    [ICLR2025 Spotlight] Official implementation of Conflict-Free Inverse Gradients Method

    Python 52 MIT 2 1 (1 issue needs help) 0 Updated Feb 27, 2025
  • apebench-paper Public

    [Project Page] A benchmark suite for autoregressive neural emulation of PDEs, accepted at Neurips 2024.

    9 1 0 0 Updated Feb 18, 2025
  • pbdl-dataset Public

    Dataset handling for physics-based deep learning tasks

    Python 2 Apache-2.0 1 0 0 Updated Feb 6, 2025

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