EvoBelief: Falsifiable World Models for Self-Improving LLM Agents
Self-evolving LLM agents typically improve how they act through accumulated experience, reflection, or skills. Yet even procedurally capable agents can fail when their beliefs about environment dynamics are incomplete, incorrect, or outdated.
arXiv - cs.AI2 min read