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Task-agnostic Continual Learning with Hybrid Probabilistic Models

Jun 24, 2021
Polina Kirichenko, Mehrdad Farajtabar, Dushyant Rao, Balaji Lakshminarayanan, Nir Levine, Ang Li, Huiyi Hu, Andrew Gordon Wilson, Razvan Pascanu

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Does Knowledge Distillation Really Work?

Jun 10, 2021
Samuel Stanton, Pavel Izmailov, Polina Kirichenko, Alexander A. Alemi, Andrew Gordon Wilson

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Why Normalizing Flows Fail to Detect Out-of-Distribution Data

Jun 15, 2020
Polina Kirichenko, Pavel Izmailov, Andrew Gordon Wilson

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Semi-Supervised Learning with Normalizing Flows

Dec 30, 2019
Pavel Izmailov, Polina Kirichenko, Marc Finzi, Andrew Gordon Wilson

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Subspace Inference for Bayesian Deep Learning

Jul 17, 2019
Pavel Izmailov, Wesley J. Maddox, Polina Kirichenko, Timur Garipov, Dmitry Vetrov, Andrew Gordon Wilson

* Published at UAI 2019 

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SWALP : Stochastic Weight Averaging in Low-Precision Training

May 20, 2019
Guandao Yang, Tianyi Zhang, Polina Kirichenko, Junwen Bai, Andrew Gordon Wilson, Christopher De Sa

* Published at ICML 2019 

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