Jiaxin Sun

Topology-Aware Contrastive Learning: Regulating Representation Connectivity via Persistent Homology

Standard contrastive learning minimizes geometric distance between positive pairs, implicitly assuming that strict compactness optimizes discrimination. However, this topology-agnostic confusion neglects intrinsic data structures and topological complexity, leading to class confusion—particularly wh…