See What You Need: Query-Aware Visual Intelligence through Reasoning-Perception Loops. - Zixuan Dong; Baoyun Peng; Yufei Wang; Lin Liu; Xinxin Dong; Yunlong Cao; Xiaodong Wang (CoRR, 2025)