1 code implementation • 13 Dec 2022 • Amin Ghiasi, Hamid Kazemi, Eitan Borgnia, Steven Reich, Manli Shu, Micah Goldblum, Andrew Gordon Wilson, Tom Goldstein
In addition, we show that ViTs maintain spatial information in all layers except the final layer.
no code implementations • 15 Mar 2022 • Valeriia Cherepanova, Steven Reich, Samuel Dooley, Hossein Souri, Micah Goldblum, Tom Goldstein
This is an unfortunate omission, as 'imbalance' is a more complex matter in identification; imbalance may arise in not only the training data, but also the testing data, and furthermore may affect the proportion of identities belonging to each demographic group or the number of images belonging to each identity.
1 code implementation • 31 Jan 2022 • Amin Ghiasi, Hamid Kazemi, Steven Reich, Chen Zhu, Micah Goldblum, Tom Goldstein
Existing techniques for model inversion typically rely on hard-to-tune regularizers, such as total variation or feature regularization, which must be individually calibrated for each network in order to produce adequate images.
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.
no code implementations • EMNLP 2020 • Steven Reich, David Mueller, Nicholas Andrews
However, extending these methods to structured prediction is not always straightforward or effective; furthermore, a held-out calibration set may not always be available.
1 code implementation • ICML 2020 • Micah Goldblum, Steven Reich, Liam Fowl, Renkun Ni, Valeriia Cherepanova, Tom Goldstein
In doing so, we introduce and verify several hypotheses for why meta-learned models perform better.
no code implementations • 18 Nov 2019 • Ping-Yeh Chiang, Jonas Geiping, Micah Goldblum, Tom Goldstein, Renkun Ni, Steven Reich, Ali Shafahi
State-of-the-art adversarial attacks on neural networks use expensive iterative methods and numerous random restarts from different initial points.