@inproceedings{liu-etal-2026-graph, title = "Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language Models", author = "Liu, Runxuan and Ou, Xianhao and Ma, Xinyan and Wang, Jiyuan and Liang, Jiafeng and Li, Jiaqi and He, Tao and Chu, Zheng and Mu, Rongchuan and Wang, Zekun and Wang, Baoxin and Wu, Dayong and Liu, Ming and Wang, Shijin and Hu, Guoping and Qin, Bing", 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.1660/", pages = "35859--35881", ISBN = "979-8-89176-390-6" }