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Zhi-Qiang Guo

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Mix-Attention for Multimodal Large Language Model-Enhanced Sequential Recommendation

Sequential recommendation aims to predict the next item that may interest users by modeling their historical item sequence. Recently, multimodal sequential recommendation has achieved promising results in capturing user preferences by incorporating rich modality information. However, existing frameworks suffer from lim...

Sheng-Hao Yang, Zhi-Qiang Guo, Wei-Zhi Ma et al. · 0 citations
Preprint Sep 2026

SelfDR: Self-Distillation from Reasoning for LLM-Based Recommendation

SelfDR distills an LLM's own reasoning-enhanced predictions to produce recommendations directly, improving recommendation effectiveness while maintaining inference efficiency, and validate the effectiveness, rationality, and efficiency of SelfDR.

Chumeng Jiang, Jiayin Wang, Xin-Jie Lin et al. · 0 citations

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