STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning.

@inproceedings{wu-2025-starec, author = {Chenghao Wu and Ruiyang Ren and Junjie Zhang and Ruirui Wang and Zhongrui Ma and Qi Ye and Wayne Xin Zhao}, editor = {Meeyoung Cha and Carl Yang and Senjuti Basu Roy and Chanyoung Park and Zhenhui Jessie Li and Noseong Park and Carl Yang and Senjuti Basu Roy and Zhenhui Jessie Li and Jaap Kamps and Kijung Shin and Bryan Hooi and Lifang He}, title = {{STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning}}, booktitle = {{Proceedings of the 34th ACM International Conference on Information and Knowledge Management, CIKM 2025, Seoul, Republic of Korea, November 10-14, 2025}}, pages = {3355--3365}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3746252.3760995}, doi = {https://doi.org/10.1145/3746252.3760995} }