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Ellen Vitercik

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titleconferencedate
ML for discrete optimization: Theoretical foundationsGraph Learning Meets Theoretical Computer Science 20252025-08-11
Presents two concrete methods with proofs and experiments: a GNN pipeline called MAGNOLIA trains on exponential-time marginal value-to-go labels from tiny…
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Machine Learning For Algorithm DesignData-Driven Decision Processes Boot Camp 20222022-08-22
Survey of concrete claims and tools: performance of parameterized combinatorial algorithms is piecewise constant in parameters on each input, so learning…
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Mechanism Design Via Machine Learning: Overfitting, Incentives, and PrivacyMeet the Fellows Welcome Event2021-09-08
Research shows how to tune a parameterized auction family—most simply the second-price (Vickrey) auction with reserve rho—by optimizing empirical revenue on a…
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