AI RESEARCH

Region4Web: Rethinking Observation Space Granularity for Web Agents

arXiv CS.AI

ArXi:2605.07134v1 Announce Type: cross Web agents perceive web pages through an observation space, yet its granularity has remained an underexamined design choice. Existing work treats observation at the same element-level granularity as the action space, leaving the page's functional organization implicit and forcing the agent to infer it from element-level signals at every step. We argue observation should instead operate at the granularity of functional regions, parts of the page that each serve a distinct purpose.