Author

Tian Gao

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Preprint Aug 2026

Beyond Speech: Dual-Domain SSL Fusion for Unified All-Type Audio Deepfake Detection

Unified all-type audio deepfake detection aims to determine whether an input clip is real or fake when its audio type may be speech, environmental sound, singing voice, or music. Existing speech-centric or type-dependent solutions are insufficient for this setting because the test-time audio type is unknown, while the...

Cun-Hang Fan, Jun-Qin Cao, Tian Gao et al. · 1 citation

#artificial intelligence Preprint Sep 2026

Bait-and-Recover: Poisoning Internal Refusal Signals to Defend LLMs against White-Box Editing Jailbreaks

Bait-and-Recover is proposed, a weight-level defense that places a bait adapter where attackers read activations and a paired recovery adapter at the subsequent layer that decouples the observation path from the behavior path.

Tian Gao, Zhi-Hui Xie, Yu-Hao Wu et al. · 0 citations