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Author

Yang Yang

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Open access Jul 2026

Modeling Response Uncertainty and Item Relevance in Conversational Recommender Systems

A Semantic-enhanced CRS (SCRS) is proposed that explicitly models response-based semantic uncertainty and item-based semantic relevance to enhance both response and recommendation quality and achieves significant improvements in both recommendation accuracy and response quality over state-of-the-art baselines.

Chang-Bin Zhong, Jie Zou, Ai-Xin Sun et al. · 0 citations

TRU: Targeted Reverse Update for Efficient Multimodal Recommendation Unlearning

TRU performs three coordinated interventions across the model hierarchy: a ranking fusion gate to suppress residual target-item influence in ranking, branch-wise modality scaling to preserve retained multimodal representations, and capacity-aware parameter-group selection to localize reverse updates to deletion-sensiti...

Zhan-Ting Zhou, Kahou Tam, Ziqiang Zheng et al. · 0 citations

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