Xu, Y.; Zhu, X.; Jiang, S.; Li, Z.; Yang, B.; Xu, X.; Xiao, Y.; Wang, W. Adaptive Hallucination Alleviation in Multimodal Large Language Models: From Strategic Data Selection to Severity-Guided Training. AAAI 2026, 40, 27377-27385.