neurreps/awesome-neural-geometry resource

Health v2 · maintenance only

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Adoption not part of the score

1080 stars · 75 forks observed · 2026-08-28

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

A community-maintained awesome list curating papers, textbooks, courses, datasets, software libraries, and conferences on the geometry and topology of representations in brains and deep neural networks. It grew out of the NeurReps (Symmetry and Geometry in Neural Representations) workshop community and spans group theory, differential geometry, information geometry, dynamics, topology, and geometric machine learning.

Use cases

• find a reading list on the geometry of neural representations
• learn the math prerequisites for geometric deep learning like group theory and differential geometry
• locate papers on equivariance and symmetry in neural networks
• find datasets and software libraries for analyzing neural representations
• study connections between neuroscience and deep learning representations
• get up to speed on topology and information geometry for machine learning research
• track conferences and workshops on neural representation geometry

When to choose

• you want a curated, community-vetted entry point into geometric deep learning and neural computation research
• you need one place linking textbooks, courses, papers, datasets, and libraries on representation geometry
• you are a researcher or student bridging neuroscience, mathematics, and deep learning

When to avoid

• you need runnable, maintained software rather than links to external resources
• you want an exhaustive or automatically updated index instead of a hand-curated work-in-progress
• you are looking for introductory deep learning material without a geometry or symmetry focus

Facets

learning-resource · maturity active

documentation deep-learning machine-learning artificial-intelligence mathematics education tutorials awesome-lists cross-platform awesome-list curated-resources reading-list geometric-deep-learning neural-representations equivariance differential-geometry group-theory topology symmetry neuroscience papers datasets community-maintained

Member repositories

For agents

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