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Zhaoqiang Xia

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Open access Aug 2026

Parameter-Efficient Audio-Visual Dynamic Facial Expression Recognition with Mamba Fusion Adapters and Frame-Level Feature Arrangement

Dynamic Facial Expression Recognition (DFER) has recently attracted significant interest due to its vital role in enabling empathetic and human-compatible technologies. Developing models that remain robust under in-the-wild variability is a key motivation for DFER research and its practical applications. Improving mode...

Kang-Bo Ning, Shan-Shan Gao, Zhao-Qiang Xia et al. · 0 citations
Open access Aug 2026

UniRec: Unified Space Learning for Generalizable Sequential Recommendation

UniRec is proposed, a unified space learning framework that achieves deep alignment through a hierarchical space transformation path: language space → collaborative space → real space and is optimized for large-scale applications.

Jia-Rui Yang, Jun-Mei Feng, Yihan Zhang et al. · 0 citations

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