Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds

Fei Zhao, Peiyuan Zhang, Xi Li +2

Contrastive learning and Siamese embedding models have become the foundation of modern verification systems, where decisions are governed not by discrete classification boundaries,…