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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

* Code is available at https://github.com/PolinaKirichenko/flows_ood 

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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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