Scalars are universal: Equivariant machine learning, structured like classical physics. - Soledad Villar; David W. Hogg; Kate Storey-Fisher; Weichi Yao; Ben Blum-Smith (NeurIPS, 2021)

Scalars are universal: Gauge-equivariant machine learning, structured like classical physics. - Soledad Villar; David W. Hogg; Kate Storey-Fisher; Weichi Yao; Ben Blum-Smith (CoRR, 2021)

A simple equivariant machine learning method for dynamics based on scalars. - Weichi Yao; Kate Storey-Fisher; David W. Hogg; Soledad Villar (CoRR, 2021)