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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 1.9k 235

  2. pbdl-book pbdl-book Public

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

    Jupyter Notebook 1.4k 216

  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 180 32

  4. MSBG MSBG Public

    Multiresolution Sparse Block Grids (MSBG) library

    C++ 180 31

  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.

    C++ 152 30

  6. ConFIG ConFIG Public

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

    Python 123 10

Repositories

Showing 10 of 62 repositories
  • stocbench Public

    Benchmark for Generative Modeling of Stochastic Dynamics

    tum-pbs/stocbench's past year of commit activity
    Python 1 MIT 0 0 0 Updated Sep 22, 2026
  • revit-web Public
    tum-pbs/revit-web's past year of commit activity
    JavaScript 0 0 0 0 Updated Sep 14, 2026
  • NonlinearRA Public

    Nonlinear Resolvent Analysis

    tum-pbs/NonlinearRA's past year of commit activity
    Python 2 Apache-2.0 2 0 0 Updated Aug 12, 2026
  • PhiML Public

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

    tum-pbs/PhiML's past year of commit activity
    Python 110 MIT 14 3 1 Updated Aug 2, 2026
  • PhiFlow Public

    A differentiable PDE solving framework for machine learning

    tum-pbs/PhiFlow's past year of commit activity
    Python 1,937 MIT 235 30 0 Updated Jul 16, 2026
  • ReViT Public
    tum-pbs/ReViT's past year of commit activity
    Python 9 MIT 1 0 0 Updated Jul 4, 2026
  • CRAFT Public

    Conflict-Resolved Aggregation for Federated Training

    tum-pbs/CRAFT's past year of commit activity
    Python 5 Apache-2.0 1 0 0 Updated Jun 8, 2026
  • Tadpole Public

    Flexible scientific foundation models trained with synthetic online data generation

    tum-pbs/Tadpole's past year of commit activity
    Python 22 Apache-2.0 3 1 0 Updated Jun 2, 2026
  • topotransformer Public

    Official Implementation for the ICML 2026 paper "On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching"

    tum-pbs/topotransformer's past year of commit activity
    Python 1 0 0 0 Updated Jun 2, 2026
  • apebench Public

    [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled Training; Rollout Metrics)

    tum-pbs/apebench's past year of commit activity
    Python 109 MIT 2 11 4 Updated Jun 1, 2026

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