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arXiv cs.AIPaper

CABAL: Multi-Agent Simulacra for Tracing the Effects of Collusive Bidding in Peer Review

This is security research on academic conferences, not AI capability. The frame is interesting: use LLMs to simulate both honest and adversarial reviewer agents, then measure the damage collusion causes. But the practical impact is narrow unless you run a major venue or are designing better review systems. Academic researchers should read it; AI builders can skip it.