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Author

Xi Li

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Preprint Aug 2026

Structured Variational Key Concentration for a Reduced AES Cipher

Grover search provides the generic quantum baseline for symmetric-key recovery by amplifying a reversible public-verification oracle. We investigate whether public round structure can instead shape a variational key register before exact verification. For simplified AES (S-AES), we construct phase separators from S-box...

Xi Li · 0 citations
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

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