@inproceedings{yu-etal-2026-understanding, title = "Understanding and Mitigating Spurious Signal Amplification in Test-Time Reinforcement Learning for Math Reasoning", author = "Yu, Yongcan and He, Lingxiao and Liang, Jian and Guo, Kuangpu and Wang, Meng and Xie, Qianlong and Wang, Xingxing and He, Ran", 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.1865/", pages = "37424--37436", ISBN = "979-8-89176-395-1" }