Author

Wen-Can Zhang

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Preprint Aug 2026

AlignFace: Human-Aligned Face Similarity Metric with Interpretable Concept Relations

AlignFace is proposed, an interpretable, human-aligned, face similarity metric that encodes these cognitive principles through ante-hoc modeling and significantly improves alignment with human subpopulation perceptions compared to baseline metrics, including recent domain-free learned perceptual metrics.

Ying Huang, Wen-Can Zhang, Brian Y. Lim · 0 citations

#natural language process... Preprint Aug 2026

Read-Best Is Not Steer-Best: A Probing--Steering Layer Dissociation in Omni-Modal Large Language Models

Results show that probing accuracy is a poor heuristic for selecting intervention layers and suggest a cross-architecture mid-to-late selection criterion, and identify a cross-modal emotion subspace organized by valence and arousal.

Yi-Bo Wang, Ji-Sheng Dang, Bi-Mei Wang et al. · 1 citation · ⚡1

#artificial intelligence Preprint Sep 2026

MVFA: A Multi-View Text-Guided Multimodal Fusion LLM Adapter for Sentiment Analysis and Emotion Recognition

The multi-view text-guided multimodal fusion adapter (MVFA) is proposed, a parameter-efficient framework that augments frozen LLMs with strong multimodal reasoning capability and achieves state-of-the-art performance on key metrics while updating only a small fraction of parameters.

Peng-Fei Shao, Ji-Sheng Dang, Jia-Wen Fang et al. · 0 citations