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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"

Ultimo commit 9 dic 2020

 (24 star) (5 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/ConFIGPython

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

Ultimo commit 1 giu 2026

 (115 star) (12 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/DMCFPython

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

Ultimo commit 7 mag 2024

 (64 star) (11 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/Deep-Flow-PredictionC++

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

Ultimo commit 15 nov 2022

 (2 star) (1 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/Neural-Global-TransportC++

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

Ultimo commit 6 apr 2023

 (2 star) (3 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/PhiFlowPython

A differentiable PDE solving framework for machine learning

Ultimo commit 27 mag 2026

 (1881 star) (230 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/SIPPython

Scale-invariant Learning by Physics Inversion (NeurIPS 2022)

Ultimo commit 18 ott 2022

 (10 star) (1 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/Solver-in-the-LoopPython

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

Ultimo commit 19 ott 2022

 (176 star) (31 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/VOLSIMPython

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

Ultimo commit 4 ott 2023

 (15 star) (4 fork) (0 issue indicizzate) (0 good first issue aperte)
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)

Ultimo commit 1 giu 2026

 (102 star) (2 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/differentiable-pisoJavaScript

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

Ultimo commit 30 set 2022

 (46 star) (4 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/dl-surrogatesC++

Ultimo commit 12 gen 2023

 (35 star) (9 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/half-inverse-gradientsPython

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

Ultimo commit 20 apr 2022

 (19 star) (2 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/pbdl-bookJupyter Notebook

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

Ultimo commit 12 ago 2025

 (1345 star) (210 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/pbdl-datasetPython

Dataset handling for physics-based deep learning tasks

Ultimo commit 23 mar 2026

 (7 star) (4 fork) (0 issue indicizzate) (0 good first issue aperte)
tum-pbs/racecarPython

Data-driven Regularization via Racecar Training for Generalizing Neural Networks

Ultimo commit 27 ott 2022

 (3 star) (2 fork) (0 issue indicizzate) (0 good first issue aperte)