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Pareto GAN: Extending the Representational Power of GANs to Heavy-Tailed Distributions

Jan 22, 2021
Todd Huster, Jeremy E. J. Cohen, Zinan Lin, Kevin Chan, Charles Kamhoua, Nandi Leslie, Cho-Yu Jason Chiang, Vyas Sekar

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Why Spectral Normalization Stabilizes GANs: Analysis and Improvements

Sep 06, 2020
Zinan Lin, Vyas Sekar, Giulia Fanti

* 45 pages, 71 figures 

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Privacy for Free: Communication-Efficient Learning with Differential Privacy Using Sketches

Dec 06, 2019
Tian Li, Zaoxing Liu, Vyas Sekar, Virginia Smith

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Enhancing the Privacy of Federated Learning with Sketching

Nov 05, 2019
Zaoxing Liu, Tian Li, Virginia Smith, Vyas Sekar

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Generating High-fidelity, Synthetic Time Series Datasets with DoppelGANger

Sep 30, 2019
Zinan Lin, Alankar Jain, Chen Wang, Giulia Fanti, Vyas Sekar

* 28 pages, 35 figures 

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