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New theory models coalition dynamics in large-scale multi-agent systems

This paper introduces a new theory for analyzing coalition dynamics in large-scale multi-agent systems. It extends concepts like the Aumann-Shapley value to model how agents decide to join, exit, or remain in coalitions. The research establishes equilibrium conditions and demonstrates convergence to these states, unifying various game theory frameworks. AI

IMPACT This research provides a theoretical framework for understanding complex agent interactions, potentially applicable to AI systems involving multi-agent coordination.

RANK_REASON The cluster contains a research paper published on arXiv.

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New theory models coalition dynamics in large-scale multi-agent systems

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The cluster contains a research paper published on arXiv.
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103 days old
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COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Quanyan Zhu ·

    Exit-and-Join Dynamics and Equilibrium in Continuum Cooperative Games

    arXiv:2606.28824v1 Announce Type: cross Abstract: This paper develops a continuum theory of exit-and-join coalition dynamics in nonatomic cooperative games. We extend the Aumann-Shapley value and the Aumann-Dr\`eze value to coalition structures in which each coalition is treated …

  2. arXiv cs.MA (Multiagent) TIER_1 English(EN) · Quanyan Zhu ·

    Exit-and-Join Dynamics and Equilibrium in Continuum Cooperative Games

    This paper develops a continuum theory of exit-and-join coalition dynamics in nonatomic cooperative games. We extend the Aumann-Shapley value and the Aumann-Drèze value to coalition structures in which each coalition is treated as a restricted nonatomic game, yielding a marginal-…