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Yuanbo Xu

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Conference Open access Sep 2026

Three Minds, One Student: Online Multi-Teacher Knowledge Distillation for Multimodal Recommenders

Existing multimodal recommendation models using complex fusion mechanisms (e.g., attention) or multi-stage processes (e.g., early or late fusion) integrate different modalities. However, attention-based adaptive fusion is prone to shortcut learning, where dominant collaborative signals (ID) can overshadow other modalit...

Hang-Tong Xu, Yuanbo Xu, En Wang · 0 citations
#machine learning Preprint Aug 2026

Liquid Gated Attention

This work proposes Liquid Gated Attention (LGA), a solver-free parallel temporal operator that introduces a continuous-time inductive bias and formulates hidden state evolution as a fast-weight associative memory, enabling parallel computation across the temporal dimension.

Yi-Heng Jiang, Yuanbo Xu, Yongjian Yang · 0 citations
2025

A Closer Look to Positive-Unlabeled Learning from Fine-grained Perspectives: An Empirical Study

A comprehensive study to investigate the basic characteristics of current Positive-Unlabeled learning methods and proposes a general framework of PU learning by integrating the set-aware empirical risk with pseudo-labeling.

Yuanchao Dai, Zhengzhang Hou, C. Li et al. · 2 citations

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