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#topology-design

PRISM: PRIvileged Sibling-guided Multi-Agent Topology Design

arXiv cs.CL ↗ · 2026-10-16 Cached

PRISM 提出一种利用特权信息(同查询下其他成功兄弟图)的多智能体协作拓扑生成器后训练方法,通过低秩分支的教师-学生蒸馏在六个基准上超越现有拓扑设计基线。

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#topology-design

Codebook Agent: Amortized Topology Design for LLM Multi-Agent Systems

arXiv cs.AI ↗ · 2026-09-03 Cached

Codebook Agent introduces a vector-quantized autoencoder method to design query-adaptive communication topologies for LLM multi-agent systems, improving accuracy and reducing token consumption on multiple benchmarks.

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