Benjamin Bloem-Reddy

Probabilistic Symmetries and Invariant Neural Networks

2020 · Journal of Machine Learning Research

Treating neural network inputs and outputs as random variables, we characterize the structure of neural networks that can be used to model data that are invariant or equivariant under the action of a compact group. …