Author

Bang-Shuo Zhu

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Preprint Aug 2026

KeyBound: Keyed and Host-Bound Learned Audio Watermarking for Speech Provenance

KeyBound is presented, a learned audio watermark that restores the two ingredients classical watermarking supplied and learned schemes set aside, a secret key and a host-aware carrier, so the key governs payload access while the host-conditioned carrier resists direct transplantation.

Bang-Shuo Zhu, Yu-Xin Cao, Wei-Fei Jin et al. · 0 citations

Preprint Sep 2026

Do Input-Level Defenses Transfer to Observation-Level Attacks on VideoLLMs?

DefTEval is introduced, a controlled evaluation framework that systematically assesses whether input-level adversarial defenses, which operate on the pixel content of already-sampled frames, can mitigate observation-level attacks and demonstrates that securing VideoLLMs requires system-level robustness mechanisms spann...

Bang-Shuo Zhu, Wei Song, Yu-Xin Cao et al. · 0 citations