§ 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.