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Andrew Gordon Wilson

Chroma-VAE: Mitigating Shortcut Learning with Generative Classifiers

Nov 28, 2022
Wanqian Yang, Polina Kirichenko, Micah Goldblum, Andrew Gordon Wilson

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* Presented at the 36th Conference on Neural Information Processing Systems (NeurIPS 2022)

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PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization

Nov 24, 2022
Sanae Lotfi, Marc Finzi, Sanyam Kapoor, Andres Potapczynski, Micah Goldblum, Andrew Gordon Wilson

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* NeurIPS 2022. Code is available at https://github.com/activatedgeek/tight-pac-bayes

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K-SAM: Sharpness-Aware Minimization at the Speed of SGD

Oct 23, 2022
Renkun Ni, Ping-yeh Chiang, Jonas Geiping, Micah Goldblum, Andrew Gordon Wilson, Tom Goldstein

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* 13 pages, 2 figures

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On Feature Learning in the Presence of Spurious Correlations

Oct 20, 2022
Pavel Izmailov, Polina Kirichenko, Nate Gruver, Andrew Gordon Wilson

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* NeurIPS 2022. Code available at https://github.com/izmailovpavel/spurious_feature_learning

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Low-Precision Arithmetic for Fast Gaussian Processes

Jul 14, 2022
Wesley J. Maddox, Andres Potapczynski, Andrew Gordon Wilson

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* UAI 2022. Code available at https://github.com/AndPotap/halfpres_gps

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