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tum-pbs/CG-Solver-in-the-LoopPython

Conjugate Gradient related code for "Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers"

Last commit Dec 9, 2020

 (24 stars) (5 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/ConFIGPython

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

Last commit Jun 1, 2026

 (115 stars) (12 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/DMCFPython

Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics (NeurIPS '22)

Last commit May 7, 2024

 (64 stars) (11 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/Deep-Flow-PredictionC++

A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning

Last commit Nov 15, 2022

 (2 stars) (1 fork) (0 indexed issues) (0 open good first issues)
tum-pbs/Neural-Global-TransportC++

Repository for the ICLR '23 paper on Neural-Global-Transport

Last commit Apr 6, 2023

 (2 stars) (3 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/PhiFlowPython

A differentiable PDE solving framework for machine learning

Last commit May 27, 2026

 (1,881 stars) (230 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/SIPPython

Scale-invariant Learning by Physics Inversion (NeurIPS 2022)

Last commit Oct 18, 2022

 (10 stars) (1 fork) (0 indexed issues) (0 open good first issues)
tum-pbs/Solver-in-the-LoopPython

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

Last commit Oct 19, 2022

 (176 stars) (31 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/VOLSIMPython

VolSiM, a CNN-based metric to compute the similarity of 3D data from numerical simulations

Last commit Oct 4, 2023

 (15 stars) (4 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/apebenchPython

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

Last commit Jun 1, 2026

 (102 stars) (2 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/differentiable-pisoJavaScript

Code repository for "Learned Turbulence Modelling with Differentiable Fluid Solvers"

Last commit Sep 30, 2022

 (46 stars) (4 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/dl-surrogatesC++

Last commit Jan 12, 2023

 (35 stars) (9 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/half-inverse-gradientsPython

Source code for the ICLR'22 paper on "Half-Inverse Gradients"

Last commit Apr 20, 2022

 (19 stars) (2 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/pbdl-bookJupyter Notebook

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

Last commit Aug 12, 2025

 (1,345 stars) (210 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/pbdl-datasetPython

Dataset handling for physics-based deep learning tasks

Last commit Mar 23, 2026

 (7 stars) (4 forks) (0 indexed issues) (0 open good first issues)
tum-pbs/racecarPython

Data-driven Regularization via Racecar Training for Generalizing Neural Networks

Last commit Oct 27, 2022

 (3 stars) (2 forks) (0 indexed issues) (0 open good first issues)