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Iterative Refinement in the Continuous Space for Non-Autoregressive Neural Machine Translation

Sep 15, 2020
Jason Lee, Raphael Shu, Kyunghyun Cho

* Accepted to EMNLP 2020 

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On the Discrepancy between Density Estimation and Sequence Generation

Feb 17, 2020
Jason Lee, Dustin Tran, Orhan Firat, Kyunghyun Cho


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Deploying the NASA Valkyrie Humanoid for IED Response: An Initial Approach and Evaluation Summary

Oct 02, 2019
Steven Jens Jorgensen, Michael W. Lanighan, Sylvain S. Bertrand, Andrew Watson, Joseph S. Altemus, R. Scott Askew, Lyndon Bridgwater, Beau Domingue, Charlie Kendrick, Jason Lee, Mark Paterson, Jairo Sanchez, Patrick Beeson, Seth Gee, Stephen Hart, Ana Huaman Quispe, Robert Griffin, Inho Lee, Stephen McCrory, Luis Sentis, Jerry Pratt, Joshua S. Mehling

* 2019 IEEE-RAS International Conference on Humanoid Robots 

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Countering Language Drift via Visual Grounding

Sep 10, 2019
Jason Lee, Kyunghyun Cho, Douwe Kiela

* Accepted to EMNLP 2019 

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Latent-Variable Non-Autoregressive Neural Machine Translation with Deterministic Inference using a Delta Posterior

Sep 10, 2019
Raphael Shu, Jason Lee, Hideki Nakayama, Kyunghyun Cho


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Kernel and Deep Regimes in Overparametrized Models

Jun 13, 2019
Blake Woodworth, Suriya Gunasekar, Jason Lee, Daniel Soudry, Nathan Srebro

* 16 pages 

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Multi-Turn Beam Search for Neural Dialogue Modeling

Jun 01, 2019
Ilia Kulikov, Jason Lee, Kyunghyun Cho


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Multi-Scale Distributed Representation for Deep Learning and its Application to b-Jet Tagging

Nov 29, 2018
Jason Lee, Inkyu Park, Sangnam Park

* J.Korean Phys.Soc. 72 (2018) no.11, 1292-1300 
* 13 pages, 8 figures 

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Characterizing Implicit Bias in Terms of Optimization Geometry

Oct 22, 2018
Suriya Gunasekar, Jason Lee, Daniel Soudry, Nathan Srebro

* (1) A bug in the proof of implicit bias for matrix factorization was fixed. v2 gives a characterization of the asymptotic bias of the factor matrices, while v1 made a stronger claim on the limit direction of the unfactored matrix. (2) v2 also includes new results on implicit bias of mirror descent with realizable affine constraints 

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Deterministic Non-Autoregressive Neural Sequence Modeling by Iterative Refinement

Aug 27, 2018
Jason Lee, Elman Mansimov, Kyunghyun Cho

* Accepted to EMNLP'18 

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Convergence of Gradient Descent on Separable Data

Jun 12, 2018
Mor Shpigel Nacson, Jason Lee, Suriya Gunasekar, Pedro H. P. Savarese, Nathan Srebro, Daniel Soudry

* Added empirical results of experiments on deep networks (Appendix E). In addition, minor typos and phrasing mistakes were fixed 

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Implicit Bias of Gradient Descent on Linear Convolutional Networks

Jun 01, 2018
Suriya Gunasekar, Jason Lee, Daniel Soudry, Nathan Srebro


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Emergent Translation in Multi-Agent Communication

Apr 11, 2018
Jason Lee, Kyunghyun Cho, Jason Weston, Douwe Kiela

* Accepted to ICLR 2018 

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Fully Character-Level Neural Machine Translation without Explicit Segmentation

Jun 13, 2017
Jason Lee, Kyunghyun Cho, Thomas Hofmann

* Transactions of the Association for Computational Linguistics (TACL), 2017 

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Matrix Completion and Low-Rank SVD via Fast Alternating Least Squares

Oct 09, 2014
Trevor Hastie, Rahul Mazumder, Jason Lee, Reza Zadeh


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