📑 Table of Contents

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Editor’s Note

The paper thread today: a survey of multi-agent systems beyond individual intelligence, trust-region fine-tuning for agent collaboration (TeamTR), participatory AI mapping, NeuroMAS (multi-agent systems as neural networks), and a unified Theory of Agent.

1. Latest arXiv Papers

  1. Beyond Individual Intelligence: A Survey of Multi-Agent Systems and Collaborationhttps://arxiv.org/abs/2605.14892

  2. TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Collaborationhttps://arxiv.org/abs/2605.15207

  3. Voices in the Loop: Mapping Participatory AIhttps://arxiv.org/abs/2605.16827

  4. Multi-Paradigm Agent Interaction in Practice: A Systematic Studyhttps://arxiv.org/abs/2605.16821

  5. NeuroMAS: Multi-Agent Systems as Neural Networks with Joint Optimizationhttps://arxiv.org/abs/2605.16757

  6. Autonomous Discovery of Neural Architectures by AI Agents: AIRA-Compose and AIRA-Design

  7. Theory of Agent (ToA): A Unified Framework for Agent Intelligencehttps://arxiv.org/abs/2506.00886

  8. MoE Pre-Training: Dynamic Decomposition of Neurons

  9. Nudging Beyond the Comfort Zone: Efficient Strategies for Agent Explorationhttps://arxiv.org/abs/2605.15726

  10. CODA: Rewriting Transformer Blocks as GEMM-Epilogue Units

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