Preprint
Aug 2026
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.
Fei Zhao, Peiyuan Zhang, Xi Li et al.
· 0 citations