Auditing Emergent LLM-Agent Collaboration through Cooperation-Obligation Coupling
3.40T1 sourcearXiv cs.MA
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2607.27429.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryThe paper introduces iCORE, an instrumentation layer for auditing emergent LLM-agent collaboration. It encodes cooperation graphs, obligation graphs, and audit maps to certify work soundness and agent-assignment stability, with reported 11.5-31% improvements in trajectory quality and terminal performance over passive observation.
Why it mattersTargets an auditability gap in multi-agent LLM systems where outputs can hide incomplete or misallocated work. The coupled encoding and stability bound give a concrete, formal approach rather than another vague framework.
Cited by
No citations on record.