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Impact of Aliasing on Generalization in Deep Convolutional Networks


Aug 07, 2021
Cristina Vasconcelos, Hugo Larochelle, Vincent Dumoulin, Rob Romijnders, Nicolas Le Roux, Ross Goroshin

* Accepted to ICCV 2021 

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Comparing Transfer and Meta Learning Approaches on a Unified Few-Shot Classification Benchmark


Apr 06, 2021
Vincent Dumoulin, Neil Houlsby, Utku Evci, Xiaohua Zhai, Ross Goroshin, Sylvain Gelly, Hugo Larochelle


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An Effective Anti-Aliasing Approach for Residual Networks


Nov 20, 2020
Cristina Vasconcelos, Hugo Larochelle, Vincent Dumoulin, Nicolas Le Roux, Ross Goroshin


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An Analysis of Object Representations in Deep Visual Trackers


Jan 08, 2020
Ross Goroshin, Jonathan Tompson, Debidatta Dwibedi


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Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples


Mar 07, 2019
Eleni Triantafillou, Tyler Zhu, Vincent Dumoulin, Pascal Lamblin, Kelvin Xu, Ross Goroshin, Carles Gelada, Kevin Swersky, Pierre-Antoine Manzagol, Hugo Larochelle


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Learning to Navigate in Complex Environments


Jan 13, 2017
Piotr Mirowski, Razvan Pascanu, Fabio Viola, Hubert Soyer, Andrew J. Ballard, Andrea Banino, Misha Denil, Ross Goroshin, Laurent Sifre, Koray Kavukcuoglu, Dharshan Kumaran, Raia Hadsell

* 11 pages, 5 appendix pages, 11 figures, 3 tables, under review as a conference paper at ICLR 2017 

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Stacked What-Where Auto-encoders


Feb 14, 2016
Junbo Zhao, Michael Mathieu, Ross Goroshin, Yann LeCun

* Workshop track - ICLR 2016 

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Learning to Linearize Under Uncertainty


Sep 10, 2015
Ross Goroshin, Michael Mathieu, Yann LeCun

* To appear at NIPS 2015 

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Unsupervised Learning of Spatiotemporally Coherent Metrics


Sep 08, 2015
Ross Goroshin, Joan Bruna, Jonathan Tompson, David Eigen, Yann LeCun

* To appear at ICCV2015 

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Efficient Object Localization Using Convolutional Networks


Jun 09, 2015
Jonathan Tompson, Ross Goroshin, Arjun Jain, Yann LeCun, Christopher Bregler

* 8 pages with 1 page of citations 

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Unsupervised Feature Learning from Temporal Data


Apr 15, 2015
Ross Goroshin, Joan Bruna, Jonathan Tompson, David Eigen, Yann LeCun

* arXiv admin note: substantial text overlap with arXiv:1412.6056 

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