#communication-protocol News & Analysis

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

2 articles

AIBullisharXiv – CS AI · Jun 57/10

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What Should Agents Say? Action-state Communication for Efficient Multi-Agent Systems

Researchers propose PACT, a new protocol for multi-agent AI systems that compresses inter-agent communication into compact action-state records, reducing token usage by up to 50% while maintaining or improving task performance. The approach addresses a critical efficiency bottleneck in large language model-based multi-agent systems, with demonstrated improvements in production coding applications.

AINeutralarXiv – CS AI · Jun 26/10

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LLM-Guided Communication for Cooperative Multi-Agent Reinforcement Learning

Researchers propose LMAC, an LLM-driven communication protocol for multi-agent reinforcement learning that enables agents to reconstruct shared state information more accurately and uniformly. The approach iteratively refines communication strategies using explicit state-awareness criteria, demonstrating substantial performance improvements over existing communication baselines across multiple MARL benchmarks.