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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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Gradient Flow in Sparse Neural Networks and How Lottery Tickets Win


Oct 07, 2020
Utku Evci, Yani A. Ioannou, Cem Keskin, Yann Dauphin

* sparse training, sparsity, pruning, lottery ticket hypothesis, lottery tickets, sparse initialization, initialization, deep learning, gradient flow 

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A Practical Sparse Approximation for Real Time Recurrent Learning


Jun 12, 2020
Jacob Menick, Erich Elsen, Utku Evci, Simon Osindero, Karen Simonyan, Alex Graves


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Rigging the Lottery: Making All Tickets Winners


Nov 25, 2019
Utku Evci, Trevor Gale, Jacob Menick, Pablo Samuel Castro, Erich Elsen


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The Difficulty of Training Sparse Neural Networks


Jul 17, 2019
Utku Evci, Fabian Pedregosa, Aidan Gomez, Erich Elsen

* sparse networks, pruning, energy landscape, sparsity 

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Natural Language Understanding with the Quora Question Pairs Dataset


Jul 01, 2019
Lakshay Sharma, Laura Graesser, Nikita Nangia, Utku Evci


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Detecting Dead Weights and Units in Neural Networks


Jun 15, 2018
Utku Evci

* M.Sc. thesis 

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Empirical Analysis of the Hessian of Over-Parametrized Neural Networks


May 07, 2018
Levent Sagun, Utku Evci, V. Ugur Guney, Yann Dauphin, Leon Bottou

* Minor update for ICLR 2018 Workshop Track presentation 

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