The workshop is on April. 29, 2025.

Opening (On-site; 09:00–09:10 AEDT, 22:00–22:10 UTC)

Keynote #1 (On-site; 09:10–09:40 AEDT, 22:10–22:40 UTC)

  • Xiang Wang: On Human Preference Alignment for LLM-based Recommenders

Paper Session #1 (On-site; 09:40–10:30 AEDT, 22:40–23:30 UTC)

  • Filtering Discomforting Recommendations with Large Language Models
    Jiahao Liu, Yiyang Shao, Peng Zhang, Dongsheng Li, Hansu Gu, Chao Chen, Longzhi Du, Tun Lu, Ning Gu
    paper · slides

  • InstructAgent: Building User Controllable Recommender via LLM Agent
    Wujiang Xu, Yunxiao Shi, Zujie Liang, Xuying Ning, Kai Mei, Kun Wang, Xi Zhu, Min Xu, Yongfeng Zhang
    paper · slides

  • Revealing, Analyzing, and Mitigating the Adverse Impact of Shared Accounts on Personalized Recommendations for Single-User Accounts
    Xingbo Jing, Tao Lian, Wang Li
    paper · slides

Coffee Break (10:30–11:00 AEDT, 23:30–00:00 UTC)

Keynote #2 (On-site; 11:00–11:30 AEDT, 00:00–00:30 UTC)

  • Aixin Sun: From Recommendations to Interactions: Putting Users Back in the Loop

Paper Session #2 (On-site; 11:30–12:20 AEDT, 00:30–01:20 UTC)

  • Improving LLM-Based Recommender Systems with User-Controllable Profiles
    Stanisław Woźniak, Jacek Duszenko, Jan Kocon, Przemyslaw Kazienko
    paper · slides

  • On the Evaluation of Session-based Recommendation Unlearning
    Liu Yang, Zhaochun Ren, Ziqi Zhao, Pengjie Ren, Zhumin Chen, Jun Ma, Xin Xin
    paper · slides

  • Evaluating Conversational Recommender Systems with Large Language Models: A User-Centric Evaluation Framework
    Nuo Chen, Quanyu Dai, Xiaoyu Dong, Xiao-Ming Wu, Zhenhua Dong
    paper · slides

Closing (On-site; 12:20–12:30 AEDT, 01:20–01:30 UTC)