Synergistic Integration and Discrepancy Resolution of Contextualized Knowledge for Personalized Recommendation. - Lingyu Mu; Hao Deng; Haibo Xing; Kaican Lin; Zhitong Zhu; Yu Zhang; Xiaoyi Zeng; Zhengxiao Liu; Zheng Lin; Jinxin Hu (CoRR, 2025)

LWGR: Lagrangian-Constrained Personalized World Knowledge for Generative Recommendation. - Lingyu Mu; Hao Deng 011; Haibo Xing; Kaican Lin; Zhitong Zhu; Yu Zhang 206; Xiaoyi Zeng; Zhengxiao Liu; Zheng Lin; Jinxin Hu (CoRR, 2026)