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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
Open access Aug 2026

Collaborative explainable ai for EEG mental health monitoring with constrained QA-Tuned LLM alignment

This study proposes a collaborative explainable AI framework for EEG mental health monitoring with constrained question-and-answer (QA) tuned LLM alignment, which builds a smooth transformation path from raw EEG signals to evidence, and constructs a structured QA dataset for the instruction fine-tuning of LLMs.

Zian Ding, Fu-Sen Guo, Bonan Zhang et al. · 1 citation

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