Koopman spectral analysis of interaction traces produces convergence deadline, faction attribution, and message compression certificates that hold on a synthetic attention-consensus model of LLM debate.
Event-triggered random delayed impulsive consensus of multi-agent systems with time-varying delay,
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Certifying Collective Reasoning in Multi-Agent Systems via Koopman Spectral Analysis
Koopman spectral analysis of interaction traces produces convergence deadline, faction attribution, and message compression certificates that hold on a synthetic attention-consensus model of LLM debate.