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Decomposing Representations for Deterministic Uncertainty Estimation


Dec 01, 2021
Haiwen Huang, Joost van Amersfoort, Yarin Gal


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Can convolutional ResNets approximately preserve input distances? A frequency analysis perspective


Jun 17, 2021
Lewis Smith, Joost van Amersfoort, Haiwen Huang, Stephen Roberts, Yarin Gal

* Main paper 10 pages including references, appendix 10 pages. 7 figures and 6 tables including appendix 

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Feature Space Singularity for Out-of-Distribution Detection


Dec 16, 2020
Haiwen Huang, Zhihan Li, Lulu Wang, Sishuo Chen, Bin Dong, Xinyu Zhou

* 10 pages, 7 figures 

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Nostalgic Adam: Weighing more of the past gradients when designing the adaptive learning rate


May 19, 2018
Haiwen Huang, Chang Wang, Bin Dong

* 12 pages and 3 figures 

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