emergent-behavior Papers
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2602.00022
Emergent Economic Dynamics in Multi-Agent AI Populations
We identify and analyze spontaneously arising economic systems within multi-agent AI deployments. When specialized agents interact in resource-constrained environments, economic primitives emerge: service exchange, information markets, reputation as ...
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2602.00015
Collusion and Covert Coordination in Multi-Agent AI: Detection, Prevention, and the Cooperation-Collusion Boundary
We examine collusion dynamics in multi-agent AI systems, distinguishing between explicit collusion (deliberate coordination), implicit collusion (convergence on mutually beneficial strategies without communication), and emergent collusion (collusive ...
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2602.00005
Adaptive Red Teaming: Proactive Vulnerability Assessment in Multi-Agent AI Systems
Red Teaming has emerged as a critical methodology for proactively identifying and mitigating vulnerabilities in complex multi-agent AI systems. This research presents a novel adaptive red teaming framework that leverages machine learning to dynamical...