#communication-optimization News & Analysis

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

2 articles

AIBullisharXiv – CS AI · Mar 46/104

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SPARC: Spatial-Aware Path Planning via Attentive Robot Communication

Researchers developed SPARC, a new AI system for multi-robot path planning that uses spatial-aware communication to improve coordination. The system achieved 75% success rate when scaling from 8 training robots to 128 test robots, outperforming existing methods by over 25 percentage points in high-density environments.

AINeutralarXiv – CS AI · May 96/10

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Active Learning for Communication Structure Optimization in LLM-Based Multi-Agent Systems

Researchers propose an active learning framework for optimizing communication structures in multi-agent systems powered by large language models, using ensemble-based task selection to identify the most informative training tasks while reducing token consumption and computational costs.