Peiyuan Zhang

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds

This paper introduces a geometry-aware adversarial attack framework that reformulates attacks on contrastive systems as manifold-level relational corruption, and produces adversarial perturbations through a single forward pass without requiring online gradient computation.