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large language models 2reinforcement learning 2experience reconstruction 1memory-augmented agents 1out-of-distribution robustness 1post-training 1proxy models 1transfer learning 1

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cs.MA2026

Belief-Driven Multi-Agent Collaboration via Approximate Perfect Bayesian Equilibrium for Social Simulation

Weiwei Fang, Lin Li, Kaize Shi +2

High-fidelity social simulation is pivotal for addressing complex Web societal challenges, yet it demands agents capable of authentically replicating the dynamic spectrum of human…