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Towards Domain-Agnostic Contrastive Learning

Nov 09, 2020
Vikas Verma, Minh-Thang Luong, Kenji Kawaguchi, Hieu Pham, Quoc V. Le


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Training EfficientNets at Supercomputer Scale: 83% ImageNet Top-1 Accuracy in One Hour

Nov 05, 2020
Arissa Wongpanich, Hieu Pham, James Demmel, Mingxing Tan, Quoc Le, Yang You, Sameer Kumar


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83% ImageNet Accuracy in One Hour

Oct 30, 2020
Arissa Wongpanich, Hieu Pham, James Demmel, Mingxing Tan, Quoc Le, Yang You, Sameer Kumar


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High-Throughput Image-Based Plant Stand Count Estimation Using Convolutional Neural Networks

Oct 23, 2020
Saeed Khaki, Hieu Pham, Ye Han, Wade Kent, Lizhi Wang

* 15 pages, 3 figures, 3 tables 

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Image-Based Sorghum Head Counting When You Only Look Once

Sep 28, 2020
Lawrence Mosley, Hieu Pham, Yogesh Bansal, Eric Hare


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DeepCorn: A Semi-Supervised Deep Learning Method for High-Throughput Image-Based Corn Kernel Counting and Yield Estimation

Jul 20, 2020
Saeed Khaki, Hieu Pham, Ye Han, Andy Kuhl, Wade Kent, Lizhi Wang

* 19 pages, 6 figures 

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Meta Pseudo Labels

Apr 23, 2020
Hieu Pham, Qizhe Xie, Zihang Dai, Quoc V. Le

* Preprint 

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Convolutional Neural Networks for Image-based Corn Kernel Detection and Counting

Apr 20, 2020
Saeed Khaki, Hieu Pham, Ye Han, Andy Kuhl, Wade Kent, Lizhi Wang

* 14 pages, 9 figures 

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Optimizing Data Usage via Differentiable Rewards

Nov 22, 2019
Xinyi Wang, Hieu Pham, Paul Michel, Antonios Anastasopoulos, Graham Neubig, Jaime Carbonell


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Optimizing Ensemble Weights and Hyperparameters of Machine Learning Models for Regression Problems

Sep 11, 2019
Mohsen Shahhosseini, Guiping Hu, Hieu Pham


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Multilingual Neural Machine Translation With Soft Decoupled Encoding

Feb 09, 2019
Xinyi Wang, Hieu Pham, Philip Arthur, Graham Neubig

* accepted at ICLR 2019 

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A Tree-based Decoder for Neural Machine Translation

Aug 28, 2018
Xinyi Wang, Hieu Pham, Pengcheng Yin, Graham Neubig

* Accepted as a short paper at the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP 2018) 

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SwitchOut: an Efficient Data Augmentation Algorithm for Neural Machine Translation

Aug 28, 2018
Xinyi Wang, Hieu Pham, Zihang Dai, Graham Neubig

* Accepted as a short paper at the 2018 Conference on Empirical Methods in Natural Language Processing (EMNLP 2018) 

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Efficient Neural Architecture Search via Parameter Sharing

Feb 12, 2018
Hieu Pham, Melody Y. Guan, Barret Zoph, Quoc V. Le, Jeff Dean


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Device Placement Optimization with Reinforcement Learning

Jun 25, 2017
Azalia Mirhoseini, Hieu Pham, Quoc V. Le, Benoit Steiner, Rasmus Larsen, Yuefeng Zhou, Naveen Kumar, Mohammad Norouzi, Samy Bengio, Jeff Dean

* To appear at ICML 2017 

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Neural Combinatorial Optimization with Reinforcement Learning

Jan 12, 2017
Irwan Bello, Hieu Pham, Quoc V. Le, Mohammad Norouzi, Samy Bengio

* Under review as a conference paper at ICLR 2017 

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Effective Approaches to Attention-based Neural Machine Translation

Sep 20, 2015
Minh-Thang Luong, Hieu Pham, Christopher D. Manning

* 11 pages, 7 figures, EMNLP 2015 camera-ready version, more training details 

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