Symmetry and Generalisation in Neural Approximations of Renormalisation Transformations

Cassidy Ashworth, Pietro Liò, Francesco Caso

Deep learning models have proven enormously successful at using multiple layers of representation to learn relevant features of structured data. Encoding physical symmetries into t…