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05/02/2023
Projection-Free Online Convex Optimization with Stochastic Constraints
This paper develops projection-free algorithms for online convex optimiz...
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10/12/2022
Non-smooth and Hölder-smooth Submodular Maximization
We study the problem of maximizing a continuous DR-submodular function t...
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12/30/2020
Risk Guarantees for End-to-End Prediction and Optimization Processes
Prediction models are often employed in estimating parameters of optimiz...
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05/28/2020