@inproceedings{fu-etal-2026-maspo, title = "{MASPO}: Unifying Gradient Utilization, Probability Mass, and Signal Reliability for Robust and Sample-Efficient {LLM} Reasoning", author = "Fu, Xiaoliang and Lin, Jiaye and Fang, Yangyi and Zheng, Binbin and Hu, Chaowen and Shao, Zekai and Qin, Cong and Pan, Lu and Zeng, Ke and Cai, Xunliang", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.1918/", pages = "41348--41365", ISBN = "979-8-89176-390-6" }