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most citedEquity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets

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stat.ML2025

On Continuous Monitoring of Risk Violations under Unknown Shift

Alexander Timans, Rajeev Verma, Eric Nalisnick +1

Machine learning systems deployed in the real world must operate under dynamic and often unpredictable distribution shifts. This challenges the validity of statistical safety assur…