A Simple and Robust Ensemble For Click-Through Rate Prediction. - Xingmei Wang 001; Yankai Wang; Defu Lian (RecSys Challenge, 2023)

RecStudio: Towards a Highly-Modularized Recommender System. - Defu Lian; Xu Huang 008; Xiaolong Chen; Jin Chen 008; Xingmei Wang 001; Yankai Wang; Haoran Jin; Rui Fan; Zheng Liu 011; Le Wu; Enhong Chen (SIGIR, 2023)

When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities. - Jin Chen 008; Zheng Liu 011; Xu Huang 008; Chenwang Wu; Qi Liu 003; Gangwei Jiang; Yuanhao Pu; Yuxuan Lei; Xiaolong Chen; Xingmei Wang 001; Defu Lian; Enhong Chen (CoRR, 2023)

Understanding the planning of LLM agents: A survey. - Xu Huang 008; Weiwen Liu; Xiaolong Chen; Xingmei Wang 001; Hao Wang 076; Defu Lian; Yasheng Wang; Ruiming Tang; Enhong Chen (CoRR, 2024)

WESE: Weak Exploration to Strong Exploitation for LLM Agents. - Xu Huang 008; Weiwen Liu; Xiaolong Chen; Xingmei Wang 001; Defu Lian; Yasheng Wang; Ruiming Tang; Enhong Chen (CoRR, 2024)

CELA: Cost-Efficient Language Model Alignment for CTR Prediction. - Xingmei Wang 001; Weiwen Liu; Xiaolong Chen; Qi Liu 003; Xu Huang 008; Defu Lian; Xiangyang Li; Yasheng Wang; Zhenhua Dong; Ruiming Tang (CoRR, 2024)

When large language models meet personalization: perspectives of challenges and opportunities. - Jin Chen 008; Zheng Liu 011; Xu Huang 008; Chenwang Wu; Qi Liu 003; Gangwei Jiang; Yuanhao Pu; Yuxuan Lei; Xiaolong Chen; Xingmei Wang 001; Kai Zheng 001; Defu Lian; et al. (World Wide Web (WWW), 2024)

HyperGate: Hierarchical Perceptive Gating Network for Multi-domain Multi-task Recommendation. - Xu Huang 008; Xiaolong Chen; Yichao Wang 002; Weiwen Liu; Yang Yang 001; Xingmei Wang 001; Defu Lian; Ruiming Tang (WWW (Companion Volume), 2025)