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Sergul Aydore

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Membership Inference Attacks on Diffusion Models via Quantile Regression

Dec 08, 2023
Shuai Tang, Zhiwei Steven Wu, Sergul Aydore, Michael Kearns, Aaron Roth

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Beta quantile regression for robust estimation of uncertainty in the presence of outliers

Sep 14, 2023
Haleh Akrami, Omar Zamzam, Anand Joshi, Sergul Aydore, Richard Leahy

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Improved Differentially Private Regression via Gradient Boosting

Mar 06, 2023
Shuai Tang, Sergul Aydore, Michael Kearns, Saeyoung Rho, Aaron Roth, Yichen Wang, Yu-Xiang Wang, Zhiwei Steven Wu

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Private Synthetic Data for Multitask Learning and Marginal Queries

Sep 15, 2022
Giuseppe Vietri, Cedric Archambeau, Sergul Aydore, William Brown, Michael Kearns, Aaron Roth, Ankit Siva, Shuai Tang, Zhiwei Steven Wu

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Deep Quantile Regression for Uncertainty Estimation in Unsupervised and Supervised Lesion Detection

Sep 20, 2021
Haleh Akrami, Anand Joshi, Sergul Aydore, Richard Leahy

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Differentially Private Query Release Through Adaptive Projection

Mar 11, 2021
Sergul Aydore, William Brown, Michael Kearns, Krishnaram Kenthapadi, Luca Melis, Aaron Roth, Ankit Siva

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Adversarial Robustness with Non-uniform Perturbations

Feb 24, 2021
Ecenaz Erdemir, Jeffrey Bickford, Luca Melis, Sergul Aydore

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Addressing Variance Shrinkage in Variational Autoencoders using Quantile Regression

Oct 18, 2020
Haleh Akrami, Anand A. Joshi, Sergul Aydore, Richard M. Leahy

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Robust Variational Autoencoder for Tabular Data with Beta Divergence

Jun 16, 2020
Haleh Akrami, Sergul Aydore, Richard M. Leahy, Anand A. Joshi

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