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cs.MA2026
Delayed Verification Destabilizes Multi-Agent LLM Belief: Instability Thresholds and Optimal Corrector Placement
Igor Itkin
Multi-agent large language model (LLM) systems often rely on verifier and critic agents to suppress hallucinations, but verification is delayed. During this delay, false claims can…
cs.MA2026
Selective Control under Noisy Perception: Governance Failures Hidden by Aggregate Metrics in Modular Networks
Igor Itkin
A content-moderation system can score well on every standard accuracy metric and still cause real harm, if its mistakes fall on the few users who connect otherwise separate communi…
cs.MA2026
Delayed Repression and Emergent Instability in Adaptive Multi-Agent Systems
Igor Itkin
Regulatory institutions (from content moderation platforms to financial supervisors) observe, deliberate, and intervene only after a characteristic delay. We ask whether this proce…