PAC Generalization via Invariant Representations

Advait Parulekar, Karthikeyan Shanmugam, Sanjay Shakkottai

One method for obtaining generalizable solutions to machine learning tasks when presented with diverse training environments is to find \textit{invariant representations} of the da…