Author

Man-Wai Mak

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Preprint Sep 2026

Domain-Adaptive Dual-Gating Mixture of Experts for Generalizable Speech Deepfake Detection

Recent advances in speech deepfake detection (SDD) have leveraged the Mixture of Experts (MoE) to enhance generalization capacity. However, existing gating networks often overlook the acoustic and temporal cues of deepfakes. In this work, we propose a novel domain-adaptive dual-gating MoE (DADGMoE) framework for SDD un...

Si-Qing Qin, Zhe Li, K. Lee et al. · 0 citations

Preprint Aug 2026

Decoupled Latent Flow Matching for Few-Step Joint Vocal-Accompaniment Separation

Experiments show that latent adversarial refinement can improve perceptual and separation metrics under a reduced sampling budget and apply latent adversarial post-training inspired by Flow2GAN for few-step generation.

Li-Shi Zuo, You-Zhi Tu, Lu Yi et al. · 0 citations