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Author

Muhammad Huzaifah

2 papers indexed here

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Preprint Sep 2026

Foreground Voice Activity Detection: Learning Speaker Selectivity from Supervision

Voice activity detection (VAD) fronts most voice-agent pipelines, yet production detectors treat all human speech, background talkers included, as valid activity; in crowded settings this floods recognition, stalls turn-taking, and triggers false barge-in. We formalize Foreground VAD (FVAD): a frame-synchronous, enroll...

Guang-Zhao Yang, Muhammad Huzaifah, Yu Pan et al. · 0 citations
Preprint Aug 2026

MERaLiON-GR: Speech Gender Recognition Model for English and SEA Languages

Extensive evaluations show that MERaLiON-GR consistently surpasses the state-of-the-art gender recognition model Vox-Profile and a large Audio-LLM, in both full-utterance and segment level evaluation modes.

Qiongqiong Wang, A. Aw, Nancy F. Chen et al. · 0 citations

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