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60 repositories

PhiFlow
Public
A differentiable PDE solving framework for machine learning
deep-learning neural-networks pde-solver
deep-learning neural-networks pde-solver fluid-simulations differentiable-simulations
Python
•
MIT License
•230•1.9k•29•0•Updated Jun 22, 2026Jun 22, 2026
PhiML
Public
Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy
Python
•
MIT License
•14•103•3•1•Updated Jun 22, 2026Jun 22, 2026
revit-web
Public
JavaScript
•0•0•0•0•Updated Jun 18, 2026Jun 18, 2026
CRAFT
Public
Conflict-Resolved Aggregation for Federated Training
machine-learning federated-learning fairness-ml
machine-learning federated-learning fairness-ml
Python
•
Apache License 2.0
•0•3•0•0•Updated Jun 8, 2026Jun 8, 2026
Tadpole
Public
Flexible scientific foundation models trained with synthetic online data generation
deep-learning physics-simulation surrogate-models
deep-learning physics-simulation surrogate-models pretraining foundation-models ai4science
Python
•
Apache License 2.0
•1•16•1•0•Updated Jun 2, 2026Jun 2, 2026
topotransformer
Public
Official Implementation for the ICML 2026 paper "On the Generalization in Topology Optimization via Sensitivity-Conditioned Bernoulli Flow Matching"
Python
•
Other
•0•0•0•0•Updated Jun 2, 2026Jun 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 Metric…
benchmark deep-learning pde
benchmark deep-learning pde surrogate-models autoregressive-neural-networks differentiable-physics neural-emulation unrolled-training
Python
•
MIT License
•2•102•11•4•Updated Jun 1, 2026Jun 1, 2026
ConFIG
Public
[ICLR2025 Spotlight] Official implementation of Conflict-Free Inverse Gradients Method
deep-learning continual-learning multitask-learning
deep-learning continual-learning multitask-learning pinns physics-informed-neural-networks
Python
•
MIT License
•12•115•2•0•Updated Jun 1, 2026Jun 1, 2026
emulator-superiority
Public
"Neural Emulator Superiority: When Machine Learning for PDEs Surpasses its Training Data" [NeurIPS 2025]
optimization emulation spectral
optimization emulation spectral sympy pde jax
Jupyter Notebook
•0•17•0•0•Updated May 21, 2026May 21, 2026
apebench-paper
Public
[Project Page] A benchmark suite for autoregressive neural emulation of PDEs, accepted at Neurips 2024.
1•10•0•0•Updated May 11, 2026May 11, 2026
NonlinearRA
Public
Nonlinear Resolvent Analysis
Python
•
Apache License 2.0
•1•2•0•0•Updated Apr 27, 2026Apr 27, 2026
AeroTransformer
Public
AeroTransformer
Python
•
Apache License 2.0
•1•11•0•0•Updated Apr 23, 2026Apr 23, 2026
diffSPH
Public
Jupyter Notebook
•
Apache License 2.0
•9•56•2•0•Updated Apr 20, 2026Apr 20, 2026
SAR
Public
SAR paper
Python
•
Apache License 2.0
•0•5•0•0•Updated Apr 14, 2026Apr 14, 2026
INC
Public
INC: Implicit Neural Correction for PDE Solvers
Python
•
Apache License 2.0
•1•13•0•0•Updated Apr 13, 2026Apr 13, 2026
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
•
Apache License 2.0
•16•87•0•1•Updated Apr 11, 2026Apr 11, 2026
P3D
Public
P3D
Jupyter Notebook
•
Apache License 2.0
•3•33•0•0•Updated Apr 11, 2026Apr 11, 2026
pbdl-dataset
Public
Dataset handling for physics-based deep learning tasks
Python
•
Apache License 2.0
•4•7•1•1•Updated Mar 23, 2026Mar 23, 2026
PBFM
Public
[ICLR 2026] Official implementation of PBFM - Physics-Based Flow Matching
Python
•
Apache License 2.0
•3•69•1•0•Updated Feb 9, 2026Feb 9, 2026
PICT
Public
Official repository of the PICT Solver
Python
•
Apache License 2.0
•7•55•3•2•Updated Jan 29, 2026Jan 29, 2026
sparse-reconstruction
Public
Official implementation of "Guiding diffusion models to reconstruct flow fields from sparse data"
deep-learning cfd fluid-dynamics
deep-learning cfd fluid-dynamics diffusion-models
Jupyter Notebook
•4•20•1•0•Updated Jan 20, 2026Jan 20, 2026
game-physics-template
Public
Template code for game physics lecture
C++
•20•8•3•3•Updated Dec 2, 2025Dec 2, 2025
ADL4P
Public
HTML
•
MIT License
•6•22•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
strain-base-gnn
Public
Rebasing graph networks paper
Python
•
Apache License 2.0
•0•12•0•0•Updated Oct 10, 2025Oct 10, 2025
sbi-sim
Public
Apache License 2.0
•4•11•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
machine-learning deep-learning artificial-intelligence bayesian-inference fluids numerical-simulations probabilistic-models spatio-temporal-prediction pde-solvers
Jupyter Notebook
•210•1.4k•8•2•Updated Aug 12, 2025Aug 12, 2025
tsm-ir-diffusion
Public
ICLR 2025 Paper
Python
•
Apache License 2.0
•0•7•0•0•Updated Jul 24, 2025Jul 24, 2025
MSBG
Public
Multiresolution Sparse Block Grids (MSBG) library
C++
•
Apache License 2.0
•30•179•0•1•Updated Jun 9, 2025Jun 9, 2025
SFBC
Public
ICLR'24: Symmetric basis convolutions for learning lagrangian fluid mechanics
Jupyter Notebook
•
MIT License
•3•8•1•0•Updated May 19, 2025May 19, 2025

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TUM Physics-based Simulation

All

All

60 repositories

PhiFlow

PhiML

revit-web

CRAFT

Tadpole

topotransformer

apebench

ConFIG

emulator-superiority

apebench-paper

NonlinearRA

AeroTransformer

diffSPH

SAR

INC

pde-transformer

P3D

pbdl-dataset

PBFM

PICT

sparse-reconstruction

game-physics-template

ADL4P

inc-paper

strain-base-gnn

sbi-sim

pbdl-book

tsm-ir-diffusion

MSBG

SFBC

All

All

Repositories list

60 repositories