TUM Physics-based Simulation

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52 repositories

diffSPH
Public
Jupyter Notebook
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Apache License 2.0
•9•43•2•0•Updated Feb 2, 2026Feb 2, 2026
PhiML
Public
Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy
Python
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MIT License
•14•94•2•1•Updated Feb 1, 2026Feb 1, 2026
INC
Public
INC paper
Python
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Apache License 2.0
•0•8•1•0•Updated Jan 30, 2026Jan 30, 2026
PICT
Public
Official repository of the PICT Solver
Python
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Apache License 2.0
•6•44•2•2•Updated Jan 29, 2026Jan 29, 2026
PhiFlow
Public
A differentiable PDE solving framework for machine learning
deep-learning neural-networks pde-solver fluid-simulations differentiable-simulations
Python
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MIT License
•219•1.8k•25•0•Updated Jan 25, 2026Jan 25, 2026
sparse-reconstruction
Public
Official implementation of "Guiding diffusion models to reconstruct flow fields from sparse data"
deep-learning cfd fluid-dynamics diffusion-models
Jupyter Notebook
•2•13•1•0•Updated Jan 20, 2026Jan 20, 2026
apebench-paper
Public
[Project Page] A benchmark suite for autoregressive neural emulation of PDEs, accepted at Neurips 2024.
1•9•0•0•Updated Dec 23, 2025Dec 23, 2025
game-physics-template
Public
Template code for game physics lecture
C++
•17•7•3•2•Updated Dec 2, 2025Dec 2, 2025
PBFM
Public
PBFM code
Python
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Apache License 2.0
•1•21•0•0•Updated Dec 1, 2025Dec 1, 2025
ADL4P
Public
HTML
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MIT License
•5•21•1•0•Updated Nov 27, 2025Nov 27, 2025
inc-paper
Public
Paper website for INC
JavaScript
•0•1•0•0•Updated Nov 22, 2025Nov 22, 2025
emulator-superiority
Public
"Neural Emulator Superiority: When Machine Learning for PDEs Surpasses its Training Data" [NeurIPS 2025]
optimization emulation spectral sympy pde jax
Jupyter Notebook
•0•11•0•0•Updated Nov 19, 2025Nov 19, 2025
ConFIG
Public
[ICLR2025 Spotlight] Official implementation of Conflict-Free Inverse Gradients Method
deep-learning continual-learning multitask-learning pinns physics-informed-neural-networks
Python
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MIT License
•9•102•1•0•Updated Nov 17, 2025Nov 17, 2025
apebench
Public
[Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled Training; Rollout Metric…
benchmark deep-learning pde surrogate-models autoregressive-neural-networks differentiable-physics neural-emulation unrolled-training
Python
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MIT License
•2•97•11•4•Updated Nov 11, 2025Nov 11, 2025
pde-transformer
Public
PDE-Transformer is a neural network architecture designed to efficiently process and predict the evolution of physical systems described by partial differential…
Jupyter Notebook
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Apache License 2.0
•9•64•0•2•Updated Oct 29, 2025Oct 29, 2025
strain-base-gnn
Public
Rebasing graph networks paper
Python
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Apache License 2.0
•0•0•0•0•Updated Oct 10, 2025Oct 10, 2025
sbi-sim
Public
Apache License 2.0
•4•9•0•0•Updated Oct 7, 2025Oct 7, 2025
pbdl-book
Public
Welcome to the Physics-based Deep Learning Book v0.3 - the GenAI Edition
machine-learning deep-learning artificial-intelligence bayesian-inference fluids numerical-simulations probabilistic-models spatio-temporal-prediction pde-solvers
Jupyter Notebook
•197•1.3k•5•2•Updated Aug 12, 2025Aug 12, 2025
tsm-ir-diffusion
Public
ICLR 2025 Paper
Python
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Apache License 2.0
•0•7•0•0•Updated Jul 24, 2025Jul 24, 2025
pbdl-dataset
Public
Dataset handling for physics-based deep learning tasks
Python
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Apache License 2.0
•1•4•0•0•Updated Jul 6, 2025Jul 6, 2025
MSBG
Public
Multiresolution Sparse Block Grids (MSBG) library
C++
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Apache License 2.0
•26•166•0•1•Updated Jun 9, 2025Jun 9, 2025
SFBC
Public
ICLR'24: Symmetric basis convolutions for learning lagrangian fluid mechanics
Jupyter Notebook
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MIT License
•3•7•1•0•Updated May 19, 2025May 19, 2025
dgn4cfd
Public
Official implementation of Diffusion Graph Networks (DGNs)
fluid-dynamics graph-neural-networks ddpm
Python
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Apache License 2.0
•7•77•0•0•Updated Mar 17, 2025Mar 17, 2025
PRDP
Public
PRDP paper
Jupyter Notebook
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Apache License 2.0
•1•6•0•0•Updated Mar 8, 2025Mar 8, 2025
unrolling
Public
Python
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MIT License
•2•18•0•0•Updated Dec 26, 2024Dec 26, 2024
autoreg-pde-diffusion
Public
Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation
Jupyter Notebook
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MIT License
•13•106•0•0•Updated Dec 13, 2024Dec 13, 2024
Diffusion-based-Flow-Prediction
Public
Official implementation of the AIAA Journal paper "Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusion Probabilistic Models…
deep-learning uncertainty-neural-networks physics-simulation uncertainty-quantification fluid-dynamics fluid-simulation baysian-network diffusion-models flow-matching
Jupyter Notebook
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Apache License 2.0
•7•82•0•0•Updated Nov 4, 2024Nov 4, 2024
DiffPhys-CylinderWakeFlow
Public
Jupyter Notebook
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MIT License
•6•18•0•0•Updated May 25, 2024May 25, 2024
StableBPTT
Public
The source code the for the ICLR'24 paper "Stabilizing Backpropagation Through Time to Learn Complex Physics"
Python
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GNU General Public License v3.0
•1•11•0•0•Updated May 17, 2024May 17, 2024
DMCF
Public
Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics (NeurIPS '22)
Python
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MIT License
•10•61•1•0•Updated May 7, 2024May 7, 2024