SIGIR

Verifiable User Simulation for Search and Recommendation Systems

面向搜索与推荐系统的可验证用户模拟

Chenglong Ma, Xinye Wanyan, Danula Hettiachchi, Ziqi Xu, Yongli Ren, Jeffrey Chan

AI总结 提出一个七组件可审计框架，将用户模拟器视为可验证工程制品，通过动手实验检查模拟器行为、诊断差异并检测人口偏差。

Comments Presented as a half-day tutorial at SIGIR 2026, 4 pages

Journal ref In Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2026)