AINeutralarXiv – CS AI · 14h ago6/10
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Discovering Cooperative Pipelines: Autoresearch for Sequential Social Dilemmas
Researchers demonstrate an autoresearch framework where an AI agent autonomously optimizes LLM-based policy synthesis for multi-agent cooperation problems. The system discovers objective-dependent pipeline designs that outperform hand-crafted baselines, with fairness mechanisms emerging only when optimizing for equitable outcomes rather than efficiency.