@inproceedings{fang-etal-2026-allocate, title = "How to Allocate, How to Learn? Dynamic Rollout Allocation and Advantage Modulation for Policy Optimization", author = "Fang, Yangyi and Lin, Jiaye and Fu, Xiaoliang and Qin, Cong and Shi, Haolin and Hu, Chaowen and Pan, Lu and Zeng, Ke and Cai, Xunliang", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.724/", pages = "14727--14744", ISBN = "979-8-89176-395-1" }