Shi-Yu Shen

Training-Free Multi-Agent Cooperative Embodied Search from Uncertain Vision-Language Priors

Real-world Vision-Language Navigation (VLN) requires agents to act under partial observability, where map structure, semantic cues, and target locations may be incomplete or incorrectly inferred by foundation models. This paper presents a lightweight, training-free, and uncertainty-aware framework for cooperative multi...