Harvard University; Massachusetts Institute of Technology
Matthew Farrell, Blake Bordelon, Shubhendu Trivedi, Cengiz Pehlevan
representation learning;perceptron capacity;perceptual manifolds;equivariance;cover's theorem;vc dimension
Capacity of Group-invariant Linear Readouts from Equivariant Representations: How Many Objects can be Linearly Classified Under All Possible Views?