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Multi-Sentence Resampling: A Simple Approach to Alleviate Dataset Length Bias and Beam-Search Degradation


Sep 13, 2021
Ivan Provilkov, Andrey Malinin


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Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance


Sep 09, 2021
Carel van Niekerk, Andrey Malinin, Christian Geishauser, Michael Heck, Hsien-chin Lin, Nurul Lubis, Shutong Feng, Milica Gašić

* 14 pages, 2 figures, accepted at EMNLP 2021 Main conference, Code at: https://gitlab.cs.uni-duesseldorf.de/general/dsml/setsumbt-public 

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Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale Tasks


Jul 23, 2021
Andrey Malinin, Neil Band, Ganshin, Alexander, German Chesnokov, Yarin Gal, Mark J. F. Gales, Alexey Noskov, Andrey Ploskonosov, Liudmila Prokhorenkova, Ivan Provilkov, Vatsal Raina, Vyas Raina, Roginskiy, Denis, Mariya Shmatova, Panos Tigas, Boris Yangel


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On the Periodic Behavior of Neural Network Training with Batch Normalization and Weight Decay


Jun 29, 2021
Ekaterina Lobacheva, Maxim Kodryan, Nadezhda Chirkova, Andrey Malinin, Dmitry Vetrov

* First two authors contributed equally 

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Scaling Ensemble Distribution Distillation to Many Classes with Proxy Targets


May 14, 2021
Max Ryabinin, Andrey Malinin, Mark Gales


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Ensemble Distillation Approaches for Grammatical Error Correction


Dec 15, 2020
Yassir Fathullah, Mark Gales, Andrey Malinin

* Submitted to ICASSP 2021 

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Uncertainty in Gradient Boosting via Ensembles


Jul 02, 2020
Aleksei Ustimenko, Liudmila Prokhorenkova, Andrey Malinin


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Regression Prior Networks


Jun 20, 2020
Andrey Malinin, Sergey Chervontsev, Ivan Provilkov, Mark Gales


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Uncertainty in Structured Prediction


Feb 28, 2020
Andrey Malinin, Mark Gales


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Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness


May 31, 2019
Andrey Malinin, Mark Gales


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Ensemble Distribution Distillation


May 30, 2019
Andrey Malinin, Bruno Mlodozeniec, Mark Gales


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Prior Networks for Detection of Adversarial Attacks


Dec 06, 2018
Andrey Malinin, Mark Gales


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Predictive Uncertainty Estimation via Prior Networks


Oct 08, 2018
Andrey Malinin, Mark Gales


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