Think Locally, Explain Globally: Graph-Guided LLM Investigations via Local Reasoning and Belief Propagation

Saurabh Jha, Rohan Arora, Bhavya +7

LLM agents excel when environments are mostly static and the needed information fits in a model's context window, but they often fail in open-ended investigations where explanation…