Liao, J.; Su, Y.; Tu, R.-C.; Jin, Z.; Sun, W.; Li, Y.; Xu, X.; Tao, D.; Yang, X. AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization. AAAI 2026, 40, 15234-15242.