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  1. PhiFlow PhiFlow Public

    A differentiable PDE solving framework for machine learning

    Python 1.8k 219

  2. pbdl-book pbdl-book Public

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

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

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  5. mantaflow mantaflow Public

    Forked from thunil/mantaflow

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

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

    Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation

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  • PhiML Public

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

    tum-pbs/PhiML’s past year of commit activity
    Python 94 MIT 15 2 1 Updated Jan 12, 2026
  • PhiFlow Public

    A differentiable PDE solving framework for machine learning

    tum-pbs/PhiFlow’s past year of commit activity
    Python 1,792 MIT 219 26 2 Updated Jan 9, 2026
  • diffSPH Public
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    Jupyter Notebook 42 Apache-2.0 9 2 0 Updated Jan 8, 2026
  • apebench-paper Public

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

    tum-pbs/apebench-paper’s past year of commit activity
    9 1 0 0 Updated Dec 23, 2025
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    Template code for game physics lecture

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    C++ 7 15 3 2 Updated Dec 2, 2025
  • PBFM Public

    PBFM code

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    Python 19 Apache-2.0 1 0 0 Updated Dec 1, 2025
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    HTML 21 MIT 5 1 0 Updated Nov 27, 2025
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    Paper website for INC

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    JavaScript 1 0 0 0 Updated Nov 22, 2025
  • emulator-superiority Public

    "Neural Emulator Superiority: When Machine Learning for PDEs Surpasses its Training Data" [NeurIPS 2025]

    tum-pbs/emulator-superiority’s past year of commit activity
    Jupyter Notebook 11 0 0 0 Updated Nov 19, 2025
  • ConFIG Public

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

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    Python 99 MIT 9 1 (1 issue needs help) 0 Updated Nov 17, 2025

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