Author

Jian-Huang Lai

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#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

#small language model Preprint Aug 2026

PhysMLLMs: Spatial Priors for Unified Referring Segmentation and Grounded Reasoning of Images and Videos

PhysMLLMs is a training-stage prior injection architecture that injects physics-inspired spatial continuity priors into Video MLLMs, demonstrating that the injected spatial prior improves video consistency without compromising image-level grounding or general multimodal capability.

Siyao Yan, Bo Han, Ji-Sheng Dang et al. · 0 citations