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Q-Value Weighted Regression: Reinforcement Learning with Limited Data


Feb 12, 2021
Piotr Kozakowski, Łukasz Kaiser, Henryk Michalewski, Afroz Mohiuddin, Katarzyna Kańska


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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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