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Title: GitHub - Ceyron/exponax: Efficient Differentiable n-d PDE Solvers in JAX. · GitHub

Open Graph Title: GitHub - Ceyron/exponax: Efficient Differentiable n-d PDE Solvers in JAX.

X Title: GitHub - Ceyron/exponax: Efficient Differentiable n-d PDE Solvers in JAX.

Description: Efficient Differentiable n-d PDE Solvers in JAX. Contribute to Ceyron/exponax development by creating an account on GitHub.

Open Graph Description: Efficient Differentiable n-d PDE Solvers in JAX. Contribute to Ceyron/exponax development by creating an account on GitHub.

X Description: Efficient Differentiable n-d PDE Solvers in JAX. Contribute to Ceyron/exponax development by creating an account on GitHub.

Opengraph URL: https://github.com/Ceyron/exponax

X: @github

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MIT licensehttps://github.com/Ceyron/exponax
https://github.com/Ceyron/exponax/blob/main/docs/imgs/logo.svg
JAXhttps://github.com/google/jax
Equinoxhttps://github.com/patrick-kidger/equinox
https://github.com/Ceyron/exponax#efficient-differentiable-n-d-pde-solvers-built-on-top-of-jax--equinox
https://pypi.org/project/exponax/
https://github.com/ceyron/exponax/actions/workflows/test.yml
https://codecov.io/gh/Ceyron/exponax
https://fkoehler.site/exponax/
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https://github.com/ceyron/exponax/blob/main/LICENSE.txt
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JAX install guidehttps://jax.readthedocs.io/en/latest/installation.html
https://github.com/Ceyron/exponax#quickstart
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this tutorial on 1D Advectionhttps://fkoehler.site/exponax/examples/simple_advection_example_1d/
https://github.com/Ceyron/exponax#built-in-equations
https://github.com/Ceyron/exponax#linear
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AdvectionDiffusionhttps://fkoehler.site/exponax/api/stepper/linear/advection_diffusion/
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https://github.com/Ceyron/exponax#reaction-diffusion
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GeneralPolynomialStepperhttps://fkoehler.site/exponax/api/stepper/generic/physical/general_polynomial/
GeneralNonlinearStepperhttps://fkoehler.site/exponax/api/stepper/generic/physical/general_nonlinear/
normalized & difficulty interface docshttps://fkoehler.site/exponax/api/utilities/normalized_and_difficulty/
https://github.com/Ceyron/exponax#features
Equinoxhttps://github.com/patrick-kidger/equinox
https://github.com/Ceyron/exponax#documentation
fkoehler.site/exponaxhttps://fkoehler.site/exponax/
1D Advection Tutorialhttps://fkoehler.site/exponax/examples/simple_advection_example_1d/
Solver Showcase 1Dhttps://fkoehler.site/exponax/examples/solver_showcase_1d/
2Dhttps://fkoehler.site/exponax/examples/solver_showcase_2d/
3Dhttps://fkoehler.site/exponax/examples/solver_showcase_3d/
Creating Your Own Solvershttps://fkoehler.site/exponax/examples/creating_your_own_solvers_1d/
Training a Neural Operatorhttps://fkoehler.site/exponax/examples/learning_burgers_autoregressive_neural_operator/
Stepper Overviewhttps://fkoehler.site/exponax/api/stepper/overview/
Performance Hintshttps://fkoehler.site/exponax/examples/performance_hints/
https://github.com/Ceyron/exponax#background
doi:10.1006/jcph.2002.6995https://doi.org/10.1006/jcph.2002.6995
doi:10.1137/S1064827502410633https://doi.org/10.1137/S1064827502410633
doi:10.1016/j.matcom.2020.06.008https://doi.org/10.1016/j.matcom.2020.06.008
https://github.com/Ceyron/exponax#related--motivation
spinXhttps://www.chebfun.org/docs/guide/guide19.html
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DeepHiddenPhysicshttps://github.com/maziarraissi/DeepHPMs/tree/7b579dbdcf5be4969ebefd32e65f709a8b20ec44/Matlab
Fourier Neural Operatorshttps://github.com/neuraloperator/neuraloperator/tree/af93f781d5e013f8ba5c52baa547f2ada304ffb0/data_generation
Dedalushttps://dedalus-project.org/
FourierFlows.jlhttps://github.com/FourierFlows/FourierFlows.jl
https://github.com/Ceyron/exponax#citation
APEBenchhttps://github.com/tum-pbs/apebench
https://github.com/Ceyron/exponax#funding
Prof. Thuerey at TUMhttps://ge.in.tum.de/
Munich Center for Machine Learninghttps://mcml.ai/
https://github.com/Ceyron/exponax#license
herehttps://github.com/Ceyron/exponax/blob/main/LICENSE.txt
fkoehler.sitehttps://fkoehler.site/
@ceyronhttps://github.com/ceyron
@felix_m_koehlerhttps://twitter.com/felix_m_koehler
Felix Köhlerhttps://www.linkedin.com/in/felix-koehler
fkoehler.site/exponax/https://fkoehler.site/exponax/
deep-learning https://github.com/topics/deep-learning
simulation https://github.com/topics/simulation
fft https://github.com/topics/fft
pde https://github.com/topics/pde
equinox https://github.com/topics/equinox
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v0.2.0 Latest Feb 20, 2026 https://github.com/Ceyron/exponax/releases/tag/v0.2.0
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