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05/15/2023
Fast Submodular Function Maximization
Submodular functions have many real-world applications, such as document...
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03/20/2023
A Unified Framework of Policy Learning for Contextual Bandit with Confounding Bias and Missing Observations
We study the offline contextual bandit problem, where we aim to acquire ...
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10/17/2022
A Design-Based Riesz Representation Framework for Randomized Experiments
We describe a new design-based framework for drawing causal inference in...
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10/15/2022
Sketching for First Order Method: Efficient Algorithm for Low-Bandwidth Channel and Vulnerability
Sketching is one of the most fundamental tools in large-scale machine le...
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10/15/2022
A Nearly Optimal Size Coreset Algorithm with Nearly Linear Time
A coreset is a point set containing information about geometric properti...
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08/10/2022
A Sublinear Adversarial Training Algorithm
Adversarial training is a widely used strategy for making neural network...
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05/17/2018