@inproceedings{guo-etal-2026-hidifftir, title = "{H}i{D}iff{TIR}: Hierarchical Difficulty-Aware Policy Optimization for Multi-Turn Tool-Integrated Reasoning", author = "Guo, Yucan and Wang, Xiaohan and Su, Miao and Guan, Saiping and Hou, Zhongni and Chai, Jiajun and Lin, Wei and Yin, Guojun and Jin, Xiaolong and Guo, Jiafeng and Cheng, Xueqi", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.299/", pages = "6325--6342", ISBN = "979-8-89176-462-0" }