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§ art-002-group-theory-ml · April 15, 2026 · FUNDAMENTALS

Group Theory Meets Machine Learning: An Introduction

Harikumar · 7 min read

Symmetry is one of the most powerful organizing principles in mathematics. A growing body of work shows that encoding symmetry into neural network architectures leads to better generalization, fewer parameters, and more interpretable models.

group theoryequivariancesymmetrytransformers
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