A betting-based wealth process monitors whether a deployed predictor's bounded risk has crossed a safety level, raising a controlled-false-alarm signal under unknown distribution shift and a set of thresholds still considered safe.
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On Continuous Monitoring of Risk Violations under Unknown Shift
A betting-based wealth process monitors whether a deployed predictor's bounded risk has crossed a safety level, raising a controlled-false-alarm signal under unknown distribution shift and a set of thresholds still considered safe.