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Author

Kuan-Yu Chen

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#machine learning Preprint Sep 2026

ReH-FUSE: Reliability-Aware Hierarchical Fusion of Experts for Multimodal Emotion Recognition in Conversation

ReH-FUSE is proposed, a reliability-aware framework with dialogue-aware text, audio, and cross-modal experts, whose decision-level router first models the relative preference between text and audio and then balances the resulting unimodal mixture against the cross-modal expert.

Guang-Hua Wen, Hou-Chiang Tseng, Kuan-Yu Chen · 0 citations
#machine learning Preprint Aug 2026

Dual-Scale State-Space Modeling with Speaker-Wise Dynamic CRF for Speech Emotion Recognition in Conversation

DSSM-CRF, an audio-only architecture that explicitly separates cross-speaker contextual influence and within-speaker emotion evolution, is proposed and matched controls demonstrate complementary gains from speaker-wise factorization and CRF modeling.

Guang-Hua Wen, Hou-Chiang Tseng, Kuan-Yu Chen · 0 citations

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