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#multi-agent-learning News & Analysis

2 articles tagged with #multi-agent-learning. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Mar 56/10
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Cognition to Control - Multi-Agent Learning for Human-Humanoid Collaborative Transport

Researchers developed a new three-layer hierarchy called cognition-to-control (C2C) for human-robot collaboration that combines vision-language models with multi-agent reinforcement learning. The system enables sustained deliberation and planning while maintaining real-time control for collaborative manipulation tasks between humans and humanoid robots.

AIBullisharXiv – CS AI · 6d ago6/10
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Interactive Learning for LLM Reasoning

Researchers introduce ILR, a novel multi-agent learning framework that enables Large Language Models to enhance their independent reasoning through interactive training with other LLMs, then solve problems autonomously without re-executing the multi-agent system. The approach combines dynamic interaction strategies and perception calibration, delivering up to 5% performance improvements across mathematical, coding, and reasoning benchmarks.