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Nicolas Papernot

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Fairness Feedback Loops: Training on Synthetic Data Amplifies Bias

Mar 12, 2024
Sierra Wyllie, Ilia Shumailov, Nicolas Papernot

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Inexact Unlearning Needs More Careful Evaluations to Avoid a False Sense of Privacy

Mar 02, 2024
Jamie Hayes, Ilia Shumailov, Eleni Triantafillou, Amr Khalifa, Nicolas Papernot

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Architectural Neural Backdoors from First Principles

Feb 10, 2024
Harry Langford, Ilia Shumailov, Yiren Zhao, Robert Mullins, Nicolas Papernot

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Regulation Games for Trustworthy Machine Learning

Feb 05, 2024
Mohammad Yaghini, Patty Liu, Franziska Boenisch, Nicolas Papernot

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Unlearnable Algorithms for In-context Learning

Feb 01, 2024
Andrei Muresanu, Anvith Thudi, Michael R. Zhang, Nicolas Papernot

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Decentralised, Collaborative, and Privacy-preserving Machine Learning for Multi-Hospital Data

Jan 31, 2024
Congyu Fang, Adam Dziedzic, Lin Zhang, Laura Oliva, Amol Verma, Fahad Razak, Nicolas Papernot, Bo Wang

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Memorization in Self-Supervised Learning Improves Downstream Generalization

Jan 24, 2024
Wenhao Wang, Muhammad Ahmad Kaleem, Adam Dziedzic, Michael Backes, Nicolas Papernot, Franziska Boenisch

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Robust and Actively Secure Serverless Collaborative Learning

Oct 25, 2023
Olive Franzese, Adam Dziedzic, Christopher A. Choquette-Choo, Mark R. Thomas, Muhammad Ahmad Kaleem, Stephan Rabanser, Congyu Fang, Somesh Jha, Nicolas Papernot, Xiao Wang

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Beyond Labeling Oracles: What does it mean to steal ML models?

Oct 03, 2023
Avital Shafran, Ilia Shumailov, Murat A. Erdogdu, Nicolas Papernot

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The Adversarial Implications of Variable-Time Inference

Sep 05, 2023
Dudi Biton, Aditi Misra, Efrat Levy, Jaidip Kotak, Ron Bitton, Roei Schuster, Nicolas Papernot, Yuval Elovici, Ben Nassi

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