AINeutralarXiv – CS AI · 3h ago7/10
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Calibrating Conservatism for Scalable Oversight
Researchers introduce Calibrated Collective Oversight (CCO), a novel framework for maintaining human control over advanced AI agents through aggregated penalty functions and conformal decision theory. The system enables overseers to constrain misaligned AI behavior while preserving utility, with theoretical guarantees that undesirable outcomes remain below user-specified thresholds.