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04/29/2023
Data-Driven Subgroup Identification for Linear Regression
Medical studies frequently require to extract the relationship between e...
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11/12/2022
Provable Membership Inference Privacy
In applications involving sensitive data, such as finance and healthcare...
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09/19/2022
Importance Tempering: Group Robustness for Overparameterized Models
Although overparameterized models have shown their success on many machi...
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12/13/2021
How to Learn when Data Gradually Reacts to Your Model
A recent line of work has focused on training machine learning (ML) mode...
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10/18/2021
Dimensionality Reduction for Wasserstein Barycenter
The Wasserstein barycenter is a geometric construct which captures the n...
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02/15/2021
How to Learn when Data Reacts to Your Model: Performative Gradient Descent
Performative distribution shift captures the setting where the choice of...
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02/24/2020