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Wen-Ren Yang

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#natural language process... Preprint Sep 2026

Emotion as a Distribution: Joint Valence-Arousal Probability Learning for Speaker-Independent Multimodal Emotion Recognition

This text+speech system, alongside its categorical decision, emits a $9\times9$ probability matrix over the Valence-Arousal plane, trained with a two-dimensional Gaussian soft target under a Kullback-Leibler/cross-entropy objective, aimed at counseling support.

Ting Lin, Wen-Ren Yang, Kuan-Wei Chen · 0 citations