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Book Open access Sep 2026

Second International Workshop on Data Quality-Aware Multimodal Recommendation (DaQuaMRec)

The Second International Workshop on Data Quality-Aware Multimodal Recommendation (DaQuaMRec) addresses the increasingly important challenge of understanding how multimodal data quality affects the robustness, fairness, explainability, and practical utility of modern recommender systems. As multimodal recommendation ev...

Claudio Pomo, Daniele Malitesta, Alberto Carlo Maria Mancino et al. · 0 citations
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

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