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Plex: Towards Reliability using Pretrained Large Model Extensions


Jul 15, 2022
Dustin Tran, Jeremiah Liu, Michael W. Dusenberry, Du Phan, Mark Collier, Jie Ren, Kehang Han, Zi Wang, Zelda Mariet, Huiyi Hu, Neil Band, Tim G. J. Rudner, Karan Singhal, Zachary Nado, Joost van Amersfoort, Andreas Kirsch, Rodolphe Jenatton, Nithum Thain, Honglin Yuan, Kelly Buchanan, Kevin Murphy, D. Sculley, Yarin Gal, Zoubin Ghahramani, Jasper Snoek, Balaji Lakshminarayanan

* Code available at https://goo.gle/plex-code 

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Information-theoretic Online Memory Selection for Continual Learning


Apr 10, 2022
Shengyang Sun, Daniele Calandriello, Huiyi Hu, Ang Li, Michalis Titsias

* ICLR 2022 

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One Pass ImageNet


Nov 03, 2021
Huiyi Hu, Ang Li, Daniele Calandriello, Dilan Gorur

* Accepted to NeurIPS 2021 Workshop on Imagenet: past, present and future 

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Wide Neural Networks Forget Less Catastrophically


Oct 21, 2021
Seyed Iman Mirzadeh, Arslan Chaudhry, Huiyi Hu, Razvan Pascanu, Dilan Gorur, Mehrdad Farajtabar

* preprint 

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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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Deep Ensembles: A Loss Landscape Perspective


Dec 05, 2019
Stanislav Fort, Huiyi Hu, Balaji Lakshminarayanan


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Cross-View Policy Learning for Street Navigation


Jun 13, 2019
Ang Li, Huiyi Hu, Piotr Mirowski, Mehrdad Farajtabar

* 8 pages 

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Learning from Delayed Outcomes with Intermediate Observations


Jul 24, 2018
Timothy A. Mann, Sven Gowal, Ray Jiang, Huiyi Hu, Balaji Lakshminarayanan, Andras Gyorgy


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End-to-End Interpretation of the French Street Name Signs Dataset


Feb 13, 2017
Raymond Smith, Chunhui Gu, Dar-Shyang Lee, Huiyi Hu, Ranjith Unnikrishnan, Julian Ibarz, Sacha Arnoud, Sophia Lin

* Computer Vision - ECCV 2016 Workshops Volume 9913 of the series Lecture Notes in Computer Science pp 411-426 
* Presented at the IWRR workshop at ECCV 2016 

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An Incremental Reseeding Strategy for Clustering


Jun 15, 2014
Xavier Bresson, Huiyi Hu, Thomas Laurent, Arthur Szlam, James von Brecht


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