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Author

Ruobing Xie

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Preprint Aug 2026

EchoRec: Multi-Item Prediction-Empowered Generative Recommendation via Cycle-Consistent Preference Alignment

EchoRec is proposed, which empowers MTP with cycle-consistent holistic preference alignment across multi-horizon for generative recommendation and demonstrates the superiority of the EchoRec, together with its naturally acquired multi-item generation ability.

Haokai Ma, Ao-Qi Hu, Yueao Xing et al. · 0 citations
Open access Aug 2026

RosePO: Customized Preference Alignment in LLM-Based Recommendation

This work proposes RosePO, a framework to refine LLM-based recommendation through pairwise preference optimization with personalized smoothing, and incorporates a personalized smoothing factor predicted by a user oracle into the optimization objective.

Jia-Yi Liao, Xiang-Nan He, Ruo-Bing Xie et al. · 0 citations

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