Boosting Knowledge Utilization in Multimodal Large Language Models via Adaptive Logits Fusion and Attention Reallocation - An, Wenbin; Nie, Jiahao; Tian, Feng; Lin, Haonan; cai, mingxiang; Wu, Yaqiang; Wang, QianYing; Zhang, Xiaoqin; Lu, Shijian (Advances in Neural Information Processing Systems, 2025)