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cs.MA2026
History Matters: Meta-policy Delegation with Heterogeneous Multi-agent Reinforcement Learning
Ziqing Lu, Avinash Reddy Mudireddy, Sarra Alqahtani +1
AI agents are expected to play an increasingly important role in future decision-making systems. In this paper, we consider collaborative systems composed of heterogeneous multi-ag…
econ.TH2026
Artificial Superintelligence May be Useless: Equilibria in the Economy of Multiple AI Agents
Huan Cai, Ziqing Lu, Catherine Xu +2
With recent development of artificial intelligence, it is more common to adopt AI agents in economic activities. This paper explores the economic actions of agents, including human…