BiTAgent: A Task-Aware Modular Framework for Bidirectional Coupling between Multimodal Large Language Models and World Models. - Yuwei Zhan; Xin Wang 019; Pengzhe Mao; Tongtong Feng; Ren Wang 011; Wenwu Zhu 001 (CoRR, 2025)