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As of Oct 16, on arXiv:2610.20628, the authors note that generators of LLM multi-agent topologies are fitted to corpora of execution-verified graphs that list which graphs solved a query but never rank them.
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Paper proposes PRISM, which uses privileged sibling guidance to post-train generators of multi-agent collaboration topologies
Posted on arXiv on Oct 16, 2026 (source: arxiv.org).
On arXiv:2610.20628, the authors note that generators of LLM multi-agent topologies are fitted to corpora of execution-verified graphs that list which graphs solved a query but never rank them. PRISM addresses this post-training gap with privileged sibling-guided training for multi-agent topology design. The paper has not yet been peer-reviewed.
Source: arXiv cs.CL
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