Hengzhi He

Papers in Database (1)

defense arXiv Mar 2, 2026 · 5w ago

Authenticated Contradictions from Desynchronized Provenance and Watermarking

Alexander Nemecek, Hengzhi He, Guang Cheng et al. · Case Western Reserve University · University of California

Exposes a provenance-watermark desync vulnerability producing cryptographically valid AI-generated 'authenticated fakes', defended by a cross-layer audit protocol

Output Integrity Attack visiongenerative
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