Towards Long-horizon Agentic Multimodal Search. - Yifan Du 002; Zikang Liu 001; Jinbiao Peng; Jie Wu; Junyi Li 001; Jinyang Li; Wayne Xin Zhao; Ji-Rong Wen (CoRR, 2026)