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09/20/2023
Dr. FERMI: A Stochastic Distributionally Robust Fair Empirical Risk Minimization Framework
While training fair machine learning models has been studied extensively...
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10/26/2022
Improving Adversarial Robustness via Joint Classification and Multiple Explicit Detection Classes
This work concerns the development of deep networks that are certifiably...
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09/01/2021
RIFLE: Robust Inference from Low Order Marginals
The ubiquity of missing values in real-world datasets poses a challenge ...
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02/24/2021
FERMI: Fair Empirical Risk Minimization via Exponential Rényi Mutual Information
In this paper, we propose a new notion of fairness violation, called Exp...
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11/22/2019
When Does Non-Orthogonal Tensor Decomposition Have No Spurious Local Minima?
We study the optimization problem for decomposing d dimensional fourth-o...
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06/28/2019