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02/02/2023
Robust Estimation under the Wasserstein Distance
We study the problem of robust distribution estimation under the Wassers...
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10/17/2022
Statistical, Robustness, and Computational Guarantees for Sliced Wasserstein Distances
Sliced Wasserstein distances preserve properties of classic Wasserstein ...
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08/19/2022
Learning in Stackelberg Games with Non-myopic Agents
We study Stackelberg games where a principal repeatedly interacts with a...
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03/01/2022
Limit distribution theory for smooth p-Wasserstein distances
The Wasserstein distance is a metric on a space of probability measures ...
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11/02/2021
Outlier-Robust Optimal Transport: Duality, Structure, and Statistical Analysis
The Wasserstein distance, rooted in optimal transport (OT) theory, is a ...
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01/11/2021
Learning with Comparison Feedback: Online Estimation of Sample Statistics
We study an online version of the noisy binary search problem where feed...
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01/11/2021