@inproceedings{ijcai2026p848, title = {Self-Refine Learning in LLM Multi-Agent Systems for Legal Norm Cognition and Compliance}, author = {Cheng, Rongxin and Yang, Jianhui and Xiong, Bohan and Zheng, Ning and Hu, Yiran and Chen, Qingjing and Liu, Yan and Liu, Huanghai and Liu, Yun and Shen, Weixing}, booktitle = {Proceedings of the Thirty-Fifth International Joint Conference on Artificial Intelligence, {IJCAI-26}}, publisher = {International Joint Conferences on Artificial Intelligence Organization}, editor = {Diego Calvanese}, pages = {7629--7637}, year = {2026}, month = {8}, note = {Human-Centred AI}, doi = {10.24963/ijcai.2026/848}, url = {https://doi.org/10.24963/ijcai.2026/848}, }