Zhenpeng Li

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Constitutional AI & AI Ethics (1)Scalable Oversight & Alignment Theory (1)

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Aug 12, 2026

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Non-Degenerate Risk Certification for Automated Security Decisions: A Decision-Contract Theory with ATT\&CK-Aligned Triage as a Worked Instance

Automated security decisions can achieve over 90% compliance with risk targets while maintaining high automation accuracy through a novel decision-contract theory.

Zhenpeng Li

Constitutional AI & AI Ethics Scalable Oversight & Alignment Theory

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Zhenpeng Li

Publication activitypapers/week, last 8 weeks

Research focus

Papers (1)