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mathLab
pina-mathlab

Physics-Informed Neural networks for Advanced modeling

3K 739 100
abelsr
nops

nops is designed to be an elegant, high-level layer over complex neural operator architectures

2K 1 0
ISSMteam
pinnicle

A general PINN framework for solving ice sheet modeling

897 35 8
IBM
simulai-toolkit

A toolkit with data-driven pipelines for physics-informed machine learning.

829 198 29
NeuroDiffGym
neurodiffeq

A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.

681 781 102
ucl-bug
jwave

A JAX-based research framework for differentiable and parallelizable acoustic simulations, on CPU, GPUs and TPUs

676 203 33
chaobrain
pinnx

Physics-Informed Neural Networks for Scientific Machine Learning in JAX

519 8 0
tensordiffeq
tensordiffeq

Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing

505 119 43
pdebench
pdebench

PDEBench: An Extensive Benchmark for Scientific Machine Learning

369 1K 145
olaflaitinen
promethium-seismic

Promethium is a state-of-the-art, AI-driven framework for seismic signal reconstruction, denoising, and geophysical data enhancement, integrating cutting-edge deep learning architectures with production-grade data engineering.

297 10 0
gerlero
parametrix

🪄 Flax-like computed parameters for bare JAX (and Equinox)

284 0 0
rezaakb
pinnstorch

An implementation of PINNs in PyTorch using Lightning and Hydra.

254 879 135
idrl-lab
idrlnet

IDRLnet

249 247 65
matthiasnwt
fast-poisson-solver

A fast solver for the Poisson equation.

226 32 2
ViktorC
pararealml

A machine learning boosted parallel-in-time differential equation solver framework

184 27 4
cmgcds
fastvpinns

A fast tensor-driven variational physics-informed neural network library for solving PDEs.

173 47 65
Maverick0351a
oscillink

Oscillink — Self‑Optimizing Coherent Memory for Embedding Workflows

155 15 2
earthai-tech
geoprior-v3

GeoPrior-v3: Physics-guided AI for geohazards

131 1 0
hewlettpackard
separable-operator-networks

Official repo for separable operator networks -- extreme-scale operator learning for parametric PDEs.

123 39 1
smrfeld
physdbd

Physics-based modeling of reaction networks with TensorFlow

100 2 0
rezaakb
pinnstf2

PINNs-TF2, Physics-informed Neural Networks (PINNs) implemented in TensorFlow V2.

93 160 37
gerlero
frontx

⚛️ Nonlinear diffusion problems with JAX

70 2 0
rezaakb
pinnsjax

An implementation of PINNs in JAX.

67 69 14
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