PABU: Progress-Aware Belief Update for Efficient LLM Agents

Haitao Jiang, Lin Ge, Hengrui Cai +1

Large Language Model (LLM) agents commonly condition actions on full action-observation histories, which introduce task-irrelevant information that easily leads to redundant action…