LLMs Are Not Good Strategists, Yet Memory-Enhanced Agency Boosts Reasoning

Yi Wu, Zhimin Hu

Strategic reasoning in Large Language Models (LLMs) within long-horizon environments is often limited by inconsistent subgoals. In these settings, finite attention resources preven…