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Expand Up @@ -326,6 +326,7 @@ A collection of resources that investigate social agents.


##### **Recommendation Environments**
- [6 Jan 2026] [Bougie et al., *AlignUSER: Human-Aligned LLM Agents via World Models for Recommender System Evaluation*](https://arxiv.org/abs/2601.00930)
- [17 Apr 2025] [Bougie and Watanabe, *SimUSER: Simulating User Behavior with Large Language Models for Recommender System Evaluation*](https://arxiv.org/abs/2504.12722)
- [9 Apr 2025] [Zhao et al., *Exploring the Impact of Personality Traits on Conversational Recommender Systems: A Simulation with Large Language Models*](https://arxiv.org/abs/2504.12313)
- [23 Mar 2025] [Sukiennik et al., *Simulating Filter Bubble on Short-video Recommender System with Large Language Model Agents*](https://arxiv.org/abs/2504.08742)
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