Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2608.05956.

Pipeline notes

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

Paper proposing Koopman operator theory as a framework to certify multi-agent LLM debate systems, providing machine-checkable certificates for convergence deadlines, coherent faction identification, and auditable message bases, validated on an attention-consensus model with strong empirical results.

First principled certification layer for multi-agent LLM debates — convergence deadlines and attribution derived from spectral analysis rather than ad hoc heuristics.

Cited by

No citations on record.