#cooperative-games News & Analysis

2 articles tagged with #cooperative-games. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 195/10

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Exit-and-Join Dynamics for Decentralized Coalition Formation

This academic paper introduces a decentralized coalition formation model where agents make unilateral exit-and-join decisions based on local payoff evaluations using the Aumann-Dreze value. The research bridges cooperative game theory with noncooperative dynamics, establishing equilibrium conditions and analyzing how transaction costs affect stability in multi-agent systems.

AINeutralarXiv – CS AI · Jun 56/10

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CollabBench: Benchmarking and Unleashing Collaborative Ability of LLMs with Diverse Players via Proactive Engagement

Researchers introduce CollabBench, a benchmark for evaluating LLM-based agents' ability to collaborate with diverse human partners in cooperative game environments. The framework uses simulated player profiles and a hybrid training approach that balances task efficiency with emotional adaptation, achieving 19.5% higher efficiency and 24.4% improved affective performance compared to base models.