Zymrael/awesome-neural-ode resource

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1544 stars · 154 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated awesome-list of research papers, code, and resources on Neural ODEs and the interplay between differential equations, deep learning, dynamical systems, control, and numerical methods. It categorizes works by topic such as Neural ODEs, SDEs, CDEs, generative models, and scientific machine learning.

Use cases

• find papers on neural ordinary differential equations
• learn about continuous-depth deep learning models
• discover libraries for solving ODEs with neural networks
• research dynamical systems approaches to deep learning
• find resources on neural operators and PDE solvers
• explore scientific machine learning literature
• find code implementations of neural ODE architectures

When to choose

• you need a curated starting point for neural ODE research
• you want links to papers and code on differential equations in deep learning
• you are exploring scientific machine learning topics

When to avoid

• you need a runnable software library rather than a resource list
• you need production tooling for ODE solving
• you want tutorials with hands-on exercises rather than paper links

Facets

learning-resource · maturity active

machine-learning deep-learning simulation math machine-learning deep-learning tutorials awesome-lists cross-platform neural-ode differential-equations dynamical-systems scientific-machine-learning awesome-list papers ode-solver control-theory algorithms

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