Align While Search: Belief-Guided Exploratory Inference for World-Grounded Embodied Agents

Seohui Bae, Jeonghye Kim, Youngchul Sung +1

In this paper, we propose a test-time adaptive agent that performs exploratory inference through posterior-guided belief refinement without relying on gradient-based updates or add…