ICA: Information-Aware Credit Assignment for Visually Grounded Long-Horizon Information-Seeking Agents. - Cong Pang; Xuyu Feng; Yujie Yi; Zixuan Chen; Jiawei Hong; Tiankuo Yao; Nang Yuan; Jiapeng Luo; Lewei Lu; Xin Lou (CoRR, 2026)