#cooperative-agents News & Analysis

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

2 articles

AIBullisharXiv – CS AI · Apr 77/10

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CoopGuard: Stateful Cooperative Agents Safeguarding LLMs Against Evolving Multi-Round Attacks

Researchers have developed CoopGuard, a new defense framework that uses cooperative AI agents to protect Large Language Models from sophisticated multi-round adversarial attacks. The system employs three specialized agents coordinated by a central system that maintains defense state across interactions, achieving a 78.9% reduction in attack success rates compared to existing defenses.

AINeutralarXiv – CS AI · May 76/10

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Overcoming Environmental Meta-Stationarity in MARL via Adaptive Curriculum and Counterfactual Group Advantage

Researchers propose CL-MARL, a curriculum learning framework for multi-agent reinforcement learning that dynamically adjusts task difficulty based on agent performance, addressing a fundamental limitation where fixed-difficulty training constrains policy generalization. The method achieves 40% win rate on complex cooperative tasks, outperforming existing baselines by significant margins.