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arXiv cs.CLSeptember 24, 2026

Preregistered Belief Revision Contracts

Excerpt

arXiv:2604.15558v2 Announce Type: replace-cross Abstract: Deliberative multi-agent systems allow agents to exchange messages and revise beliefs over time. While this interaction is meant to improve performance, it can also create dangerous conformity effects: agreement, confidence, prestige, or majority size may be treated as if they were evidence, producing high-confidence convergence to false conclusions. To address this, we introduce PBRC (Preregistered Belief Revision Contracts), a protocol-