LIAO, Jingyi; SU, Yongyi; TU, Rong-Cheng; JIN, Zhao; SUN, Wenhao; LI, Yiting; XU, Xun; TAO, Dacheng; YANG, Xulei. AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization. Proceedings of the AAAI Conference on Artificial Intelligence, [S. l.], v. 40, n. 18, p. 15234–15242, 2026. DOI: 10.1609/aaai.v40i18.38548. Disponível em: https://ojs.aaai.org/index.php/AAAI/article/view/38548. Acesso em: 14 may. 2026.