CoEx co-evolves an LLM agent's subgoal planning with an explicit, neurosymbolic belief state that is updated after each subgoal attempt, leading to improved success rates on ALFWorld, PDDL, and Jericho compared to several baselines.
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CoEx -- Co-evolving World-model and Exploration
CoEx co-evolves an LLM agent's subgoal planning with an explicit, neurosymbolic belief state that is updated after each subgoal attempt, leading to improved success rates on ALFWorld, PDDL, and Jericho compared to several baselines.