Beyond Return Conditioning: Multi-Scale Sequence Modeling and Advantage-Guided Policy Routing for Offline RL.

@inproceedings{wu-2025-beyond, author = {Kunbao Wu and Xinning Zhu and Yang Qin and Tieru Wang and Jianzhou Diao and Zheng Hu}, 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 = {{Beyond Return Conditioning: Multi-Scale Sequence Modeling and Advantage-Guided Policy Routing for Offline RL}}, booktitle = {{Proceedings of the 34th ACM International Conference on Information and Knowledge Management, CIKM 2025, Seoul, Republic of Korea, November 10-14, 2025}}, pages = {3396--3405}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3746252.3761116}, doi = {https://doi.org/10.1145/3746252.3761116} }