All Roads Lead to Rome: Unveiling the Trajectory of Recommender Systems Across the LLM Era. - Bo Chen 023; Xinyi Dai; Huifeng Guo; Wei Guo 006; Weiwen Liu; Yong Liu 020; Jiarui Qin; Ruiming Tang; Yichao Wang 002; Chuhan Wu; Yaxiong Wu 005; Hao Zhang 048 (CoRR, 2024)

A Survey on Multi-Turn Interaction Capabilities of Large Language Models. - Chen Zhang 003; Xinyi Dai; Yaxiong Wu 005; Qu Yang; Yasheng Wang; Ruiming Tang; Yong Liu 020 (CoRR, 2025)

From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs. - Yaxiong Wu 005; Sheng Liang; Chen Zhang 003; Yichao Wang 002; Yongyue Zhang; Huifeng Guo; Ruiming Tang; Yong Liu 020 (CoRR, 2025)

Adaptive Schema-aware Event Extraction with Retrieval-Augmented Generation. - Sheng Liang; Hang Lv 012; Zhihao Wen; Yaxiong Wu 005; Yongyue Zhang; Hao Wang 076; Yong Liu 020 (CoRR, 2025)

Effective and Efficient Schema-aware Information Extraction Using On-Device Large Language Models. - Zhihao Wen; Sheng Liang; Yaxiong Wu 005; Yongyue Zhang; Yong Liu 020 (CoRR, 2025)

Schema as Parameterized Tools for Universal Information Extraction. - Sheng Liang; Yongyue Zhang; Yaxiong Wu 005; Ruiming Tang; Yong Liu 020 (CoRR, 2025)

Thought-Augmented Planning for LLM-Powered Interactive Recommender Agent. - Haocheng Yu; Yaxiong Wu 005; Hao Wang 076; Wei Guo 006; Yong Liu 020; Yawen Li 001; Yuyang Ye 002; Junping Du 001; Enhong Chen (CoRR, 2025)

CoSteer: Collaborative Decoding-Time Personalization via Local Delta Steering. - Hang Lv 012; Sheng Liang; Hao Wang 076; Hongchao Gu; Yaxiong Wu 005; Wei Guo 006; Defu Lian; Yong Liu 020; Enhong Chen (CoRR, 2025)