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  • title: On the Epistemic Limits of Personalized Prediction
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            On the Epistemic Limits of Personalized Prediction
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            On the Epistemic Limits of Personalized Prediction

            Nov 28, 2022

            Speakers

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            Lucas Monteiro Paes

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            XL

            Xuan Long

            Speaker · 0 followers

            BU

            Berk Ustun

            Speaker · 2 followers

            About

            Predictive models often include group attributes that encode personal characteristics like sex, blood type, or HIV status. Personalized models must ensure fair use – i.e., groups who provide personal data should expect to receive a tailored improvement in accuracy compared to a non-personalized model. In this paper, we derive conditions under which one can detect fair use violations in predictive models and characterize when estimating fair use is impossible. We propose a metric to evaluate the…

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            NeurIPS 2022

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