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#artificial intelligence Preprint Oct 2026

Anytime-Valid Runtime Monitoring of Learned Barrier Certificates

Learned barrier certificates provide a principled mechanism for establishing safety of stochastic systems, but their validity may deteriorate during deployment when the underlying dynamics differ from those used for training. We propose an anytime-valid runtime monitor that audits a learned barrier certificate using ob...

Zhi-Peng Cao, Tao-Ran Wu, Wei-Ru Cui et al. · 0 citations

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