Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2609.38327.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Researchers apply absorbing state phase transition formalism to LLM-based multi-agent search, deriving a critical communication degree above which incorrect hypotheses stop proliferating. Empirical evaluation on software debugging and physical mechanism discovery shows mixed agreement with theory.

A formal model of when multi-agent LLM search succeeds, with a testable communication-degree threshold and a candid caveat that real agents often diverge from the prediction.

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