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Reformer: The Efficient Transformer

Feb 18, 2020
Nikita Kitaev, Łukasz Kaiser, Anselm Levskaya

* ICLR 2020 

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Universal Transformers

Jul 10, 2018
Mostafa Dehghani, Stephan Gouws, Oriol Vinyals, Jakob Uszkoreit, Łukasz Kaiser


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Image Transformer

Jun 15, 2018
Niki Parmar, Ashish Vaswani, Jakob Uszkoreit, Łukasz Kaiser, Noam Shazeer, Alexander Ku, Dustin Tran

* Appears in International Conference on Machine Learning, 2018. Code available at https://github.com/tensorflow/tensor2tensor 

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Fast Decoding in Sequence Models using Discrete Latent Variables

Jun 07, 2018
Łukasz Kaiser, Aurko Roy, Ashish Vaswani, Niki Parmar, Samy Bengio, Jakob Uszkoreit, Noam Shazeer

* ICML 2018 

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Tensor2Tensor for Neural Machine Translation

Mar 16, 2018
Ashish Vaswani, Samy Bengio, Eugene Brevdo, Francois Chollet, Aidan N. Gomez, Stephan Gouws, Llion Jones, Łukasz Kaiser, Nal Kalchbrenner, Niki Parmar, Ryan Sepassi, Noam Shazeer, Jakob Uszkoreit

* arXiv admin note: text overlap with arXiv:1706.03762 

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Discrete Autoencoders for Sequence Models

Jan 29, 2018
Łukasz Kaiser, Samy Bengio


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Learning to Remember Rare Events

Mar 09, 2017
Łukasz Kaiser, Ofir Nachum, Aurko Roy, Samy Bengio

* Conference paper accepted for ICLR'17 

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Can Active Memory Replace Attention?

Mar 07, 2017
Łukasz Kaiser, Samy Bengio


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Regularizing Neural Networks by Penalizing Confident Output Distributions

Jan 23, 2017
Gabriel Pereyra, George Tucker, Jan Chorowski, Łukasz Kaiser, Geoffrey Hinton

* Submitted to ICLR 2017 

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Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation

Oct 08, 2016
Yonghui Wu, Mike Schuster, Zhifeng Chen, Quoc V. Le, Mohammad Norouzi, Wolfgang Macherey, Maxim Krikun, Yuan Cao, Qin Gao, Klaus Macherey, Jeff Klingner, Apurva Shah, Melvin Johnson, Xiaobing Liu, Łukasz Kaiser, Stephan Gouws, Yoshikiyo Kato, Taku Kudo, Hideto Kazawa, Keith Stevens, George Kurian, Nishant Patil, Wei Wang, Cliff Young, Jason Smith, Jason Riesa, Alex Rudnick, Oriol Vinyals, Greg Corrado, Macduff Hughes, Jeffrey Dean


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Machine Learning with Guarantees using Descriptive Complexity and SMT Solvers

Sep 09, 2016
Charles Jordan, Łukasz Kaiser


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Neural GPUs Learn Algorithms

Mar 15, 2016
Łukasz Kaiser, Ilya Sutskever


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