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Yue Weng

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#machine learning Preprint Sep 2026

LIGE-GR: A Smooth Leap from Ranking to Generative Recommendation in the LLM Era

Instead of rebuilding the entire recommendation stack from scratch, LIGE-GR generalizes the existing pointwise recommendation system into a listwise generation system, which allows mature recommender systems to benefit from listwise optimization while preserving compatibility with existing models, value functions, and...

Venkat Srinivas, Chen-Zhang He, Sam Woodmansee et al. · 0 citations
Book Open access Aug 2026

Shape Your Feed: An LLM-based Agentic System for Conversational Recommendation

Large-scale online A/B experiments on production traffic demonstrate that SYF improves feed relevance and user sentiment, indicating a practical and scalable path toward interactive, user-steerable recommendation in industrial settings.

Zi-Yun Xu, Bo-Sen Ding, Yue Zhang et al. · 1 citation

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