PRISM: Planning with Belief Under Incomplete World Models
Embodied task planning requires reasoning under uncertainty about world states that are partially observed and incrementally revealed through interaction. However, most vision-language model (VLM) planners operate in a reactive sense-plan-act loop without maintaining a persistent representation of object locations. As...