Hilbert Operator for Progressive Encoding (HOPE): A Mathematical Framework for Deconstructing Learned Representations in Deep Networks
HOPE framework deconstructs neural network representations via compression in Hilbert space, addressing scale symmetries in standard compression heuristics.