@article{knowguardknowledgedrivenabstentionformul, title = {KnowGuard: Knowledge-Driven Abstention for Multi-Round Clinical Reasoning}, author = {Xilin Dang and Kexin Chen and Xiaorui Su and Ayush Noori and IƱaki Arango and Lucas Vittor and Xinyi Long and Yuyang Du and Marinka Zitnik and Pheng Ann Heng}, year = {2025}, eprint = {2509.24816}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.24816}, }