Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation. - Hyungjoo Chae; Namyoung Kim; Kai Tzu-iunn Ong; Minju Gwak; Gwanwoo Song; Jihoon Kim; Sunghwan Kim; Dongha Lee 003; Jinyoung Yeo (ICLR, 2025)