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LLM-based Conversational Recommendation Agents with Collaborative Verbalized Experience

https://doi.org/10.18653/v1/2025.findings-emnlp.119

Zhu, Yaochen; Steck, Harald; Liang, Dawen; He, Yinhan; Kallus, Nathan; Li, Jundong (November 2025, Association for Computational Linguistics)

Free, publicly-accessible full text available November 4, 2026
Off-Policy Evaluation for Large Action Spaces via Policy Convolution

https://doi.org/10.1145/3589334.3645501

Sachdeva, Noveen; Wang, Lequn; Liang, Dawen; Kallus, Nathan; McAuley, Julian (May 2024, ACM)

Full Text Available
Switching the Loss Reduces the Cost in Batch Reinforcement Learning

Ayoub, Alex; Wang, Kaiwen; Liu, Vincent; Robertson, Samuel; McInerney, James; Liang, Dawen; Kallus, Nathan; Szepesvari, Csaba (July 2024, Proceedings of Machine Learning Research)

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Large Language Models as Zero-Shot Conversational Recommenders

https://doi.org/10.1145/3583780.3614949

He, Zhankui; Xie, Zhouhang; Jha, Rahul; Steck, Harald; Liang, Dawen; Feng, Yesu; Majumder, Bodhisattwa Prasad; Kallus, Nathan; Mcauley, Julian (October 2023, ACM)

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