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Borja Balle

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On the Privacy of Selection Mechanisms with Gaussian Noise

Feb 09, 2024
Jonathan Lebensold, Doina Precup, Borja Balle

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Unlocking Accuracy and Fairness in Differentially Private Image Classification

Aug 21, 2023
Leonard Berrada, Soham De, Judy Hanwen Shen, Jamie Hayes, Robert Stanforth, David Stutz, Pushmeet Kohli, Samuel L. Smith, Borja Balle

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Differentially Private Diffusion Models Generate Useful Synthetic Images

Feb 27, 2023
Sahra Ghalebikesabi, Leonard Berrada, Sven Gowal, Ira Ktena, Robert Stanforth, Jamie Hayes, Soham De, Samuel L. Smith, Olivia Wiles, Borja Balle

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Tight Auditing of Differentially Private Machine Learning

Feb 15, 2023
Milad Nasr, Jamie Hayes, Thomas Steinke, Borja Balle, Florian Tramèr, Matthew Jagielski, Nicholas Carlini, Andreas Terzis

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Bounding Training Data Reconstruction in DP-SGD

Feb 14, 2023
Jamie Hayes, Saeed Mahloujifar, Borja Balle

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Extracting Training Data from Diffusion Models

Jan 30, 2023
Nicholas Carlini, Jamie Hayes, Milad Nasr, Matthew Jagielski, Vikash Sehwag, Florian Tramèr, Borja Balle, Daphne Ippolito, Eric Wallace

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Unlocking High-Accuracy Differentially Private Image Classification through Scale

Apr 28, 2022
Soham De, Leonard Berrada, Jamie Hayes, Samuel L. Smith, Borja Balle

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Reconstructing Training Data with Informed Adversaries

Jan 13, 2022
Borja Balle, Giovanni Cherubin, Jamie Hayes

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Learning to be adversarially robust and differentially private

Jan 06, 2022
Jamie Hayes, Borja Balle, M. Pawan Kumar

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Ethical and social risks of harm from Language Models

Dec 08, 2021
Laura Weidinger, John Mellor, Maribeth Rauh, Conor Griffin, Jonathan Uesato, Po-Sen Huang, Myra Cheng, Mia Glaese, Borja Balle, Atoosa Kasirzadeh, Zac Kenton, Sasha Brown, Will Hawkins, Tom Stepleton, Courtney Biles, Abeba Birhane, Julia Haas, Laura Rimell, Lisa Anne Hendricks, William Isaac, Sean Legassick, Geoffrey Irving, Iason Gabriel

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