1 code implementation • 29 Jan 2022 • Liam Fowl, Jonas Geiping, Steven Reich, Yuxin Wen, Wojtek Czaja, Micah Goldblum, Tom Goldstein
A central tenet of Federated learning (FL), which trains models without centralizing user data, is privacy.
2 code implementations • ICLR 2022 • Liam Fowl, Jonas Geiping, Wojtek Czaja, Micah Goldblum, Tom Goldstein
Federated learning has quickly gained popularity with its promises of increased user privacy and efficiency.
2 code implementations • NeurIPS 2021 • Liam Fowl, Micah Goldblum, Ping-Yeh Chiang, Jonas Geiping, Wojtek Czaja, Tom Goldstein
The adversarial machine learning literature is largely partitioned into evasion attacks on testing data and poisoning attacks on training data.
no code implementations • 16 Feb 2021 • Liam Fowl, Ping-Yeh Chiang, Micah Goldblum, Jonas Geiping, Arpit Bansal, Wojtek Czaja, Tom Goldstein
Large organizations such as social media companies continually release data, for example user images.