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lululxvi
deepxde

A library for scientific machine learning and physics-informed learning

27K 4K 961
GiacomoGuidotto
anypinn

🤖 A modular and flexible solution to build Physics-Informed Neural Networks (PINNs) for any mathematical problem.

16K 7 1
mathLab
pina-mathlab

Physics-Informed Neural networks for Advanced modeling

3K 739 100
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
chaobrain
pinnx

Physics-Informed Neural Networks for Scientific Machine Learning in JAX

519 8 0
gerlero
parametrix

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

284 0 0
ktubhyam
reactor-twin

Physics-constrained Neural DEs for chemical reactor digital twins

260 1 0
matthiasnwt
fast-poisson-solver

A fast solver for the Poisson equation.

226 32 2
cmgcds
fastvpinns

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

173 47 65
sck-at-ucy
kbeta-pinn3d

3‑D steady heat-conduction PINN workload that showcases Kourkoutas-β optimizer on a complex mixed‑boundary problem.

137 2 0
sck-at-ucy
kbeta

An optimizer with a reptilian attitude

135 7 1
gerlero
frontx

⚛️ Nonlinear diffusion problems with JAX

70 2 0
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