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  • title: A Theory of Learning with Competing Objectives and User Feedback
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            A Theory of Learning with Competing Objectives and User Feedback
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            A Theory of Learning with Competing Objectives and User Feedback

            Dec 2, 2022

            Speakers

            PA

            Pranjal Awasthi

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            CC

            Corinna Cortes

            Speaker · 1 follower

            YM

            Yishay Mansour

            Speaker · 1 follower

            About

            Large-scale deployed learning systems are often evaluated alongmultiple objectives or criteria. But, how can we learn or optimizesuch complex systems, with potentially conflicting or evenincompatible objectives? How can we improve the system when user feedback becomes available, feedback possibly alerting to issues not previously optimized for by the system?We present a new theoretical model for learning and optimizing suchcomplex systems. Rather than committing to a static or pre-definedtradeof…

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            NeurIPS 2022

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