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A Two-stage Unsupervised Approach for Low light Image Enhancement

Oct 20, 2020
Junjie Hu, Xiyue Guo, Junfeng Chen, Guanqi Liang, Fuqin Deng, Tin lun Lam


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Semantic Histogram Based Graph Matching for Real-Time Multi-Robot Global Localization in Large Scale Environment

Oct 19, 2020
Xiyue Guo, Junjie Hu, Junfeng Chen, Fuqin Deng, Tin Lun Lam


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Explicit Alignment Objectives for Multilingual Bidirectional Encoders

Oct 15, 2020
Junjie Hu, Melvin Johnson, Orhan Firat, Aditya Siddhant, Graham Neubig


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On Learning Language-Invariant Representations for Universal Machine Translation

Aug 11, 2020
Han Zhao, Junjie Hu, Andrej Risteski

* Appeared in ICML 2020 

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TICO-19: the Translation Initiative for Covid-19

Jul 06, 2020
Antonios Anastasopoulos, Alessandro Cattelan, Zi-Yi Dou, Marcello Federico, Christian Federman, Dmitriy Genzel, Francisco Guzm√°n, Junjie Hu, Macduff Hughes, Philipp Koehn, Rosie Lazar, Will Lewis, Graham Neubig, Mengmeng Niu, Alp √Ėktem, Eric Paquin, Grace Tang, Sylwia Tur


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Unsupervised Multimodal Neural Machine Translation with Pseudo Visual Pivoting

May 06, 2020
Po-Yao Huang, Junjie Hu, Xiaojun Chang, Alexander Hauptmann

* Accepted by ACL 2020 

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XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization

Apr 10, 2020
Junjie Hu, Sebastian Ruder, Aditya Siddhant, Graham Neubig, Orhan Firat, Melvin Johnson


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Analysis of Deep Networks for Monocular Depth Estimation Through Adversarial Attacks with Proposal of a Defense Method

Nov 20, 2019
Junjie Hu, Takayuki Okatani


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Domain Differential Adaptation for Neural Machine Translation

Oct 07, 2019
Zi-Yi Dou, Xinyi Wang, Junjie Hu, Graham Neubig

* Workshop on Neural Generation and Translation (WNGT) at EMNLP 2019 

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What Makes A Good Story? Designing Composite Rewards for Visual Storytelling

Sep 11, 2019
Junjie Hu, Yu Cheng, Zhe Gan, Jingjing Liu, Jianfeng Gao, Graham Neubig


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REO-Relevance, Extraness, Omission: A Fine-grained Evaluation for Image Captioning

Sep 05, 2019
Ming Jiang, Junjie Hu, Qiuyuan Huang, Lei Zhang, Jana Diesner, Jianfeng Gao


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Handling Syntactic Divergence in Low-resource Machine Translation

Aug 30, 2019
Chunting Zhou, Xuezhe Ma, Junjie Hu, Graham Neubig

* Accepted by EMNLP 2019 (short paper) 

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Unsupervised Domain Adaptation for Neural Machine Translation with Domain-Aware Feature Embeddings

Aug 27, 2019
Zi-Yi Dou, Junjie Hu, Antonios Anastasopoulos, Graham Neubig

* EMNLP 2019 

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Domain Adaptation of Neural Machine Translation by Lexicon Induction

Jun 02, 2019
Junjie Hu, Mengzhou Xia, Graham Neubig, Jaime Carbonell

* published at the 57th Annual Meeting of the Association for Computational Linguistics (ACL). July 2019 

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A Hybrid Retrieval-Generation Neural Conversation Model

Apr 19, 2019
Liu Yang, Junjie Hu, Minghui Qiu, Chen Qu, Jianfeng Gao, W. Bruce Croft, Xiaodong Liu, Yelong Shen, Jingjing Liu

* 11 pages 

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Visualization of Convolutional Neural Networks for Monocular Depth Estimation

Apr 06, 2019
Junjie Hu, Yan Zhang, Takayuki Okatani


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compare-mt: A Tool for Holistic Comparison of Language Generation Systems

Mar 19, 2019
Graham Neubig, Zi-Yi Dou, Junjie Hu, Paul Michel, Danish Pruthi, Xinyi Wang

* NAACL 2019 Demo Paper 

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The ARIEL-CMU Systems for LoReHLT18

Feb 24, 2019
Aditi Chaudhary, Siddharth Dalmia, Junjie Hu, Xinjian Li, Austin Matthews, Aldrian Obaja Muis, Naoki Otani, Shruti Rijhwani, Zaid Sheikh, Nidhi Vyas, Xinyi Wang, Jiateng Xie, Ruochen Xu, Chunting Zhou, Peter J. Jansen, Yiming Yang, Lori Levin, Florian Metze, Teruko Mitamura, David R. Mortensen, Graham Neubig, Eduard Hovy, Alan W Black, Jaime Carbonell, Graham V. Horwood, Shabnam Tafreshi, Mona Diab, Efsun S. Kayi, Noura Farra, Kathleen McKeown


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Revisiting Single Image Depth Estimation: Toward Higher Resolution Maps with Accurate Object Boundaries

Sep 22, 2018
Junjie Hu, Mete Ozay, Yan Zhang, Takayuki Okatani


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Contextual Encoding for Translation Quality Estimation

Sep 01, 2018
Junjie Hu, Wei-Cheng Chang, Yuexin Wu, Graham Neubig

* 6 pages, 2018 Third Conference on Machine Translation (WMT18) 

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Rapid Adaptation of Neural Machine Translation to New Languages

Aug 13, 2018
Graham Neubig, Junjie Hu

* EMNLP 2018 

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Automatic Estimation of Simultaneous Interpreter Performance

Jul 06, 2018
Craig Stewart, Nikolai Vogler, Junjie Hu, Jordan Boyd-Graber, Graham Neubig

* ACL 2018 

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Principled Hybrids of Generative and Discriminative Domain Adaptation

Oct 27, 2017
Han Zhao, Zhenyao Zhu, Junjie Hu, Adam Coates, Geoff Gordon


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Words or Characters? Fine-grained Gating for Reading Comprehension

Sep 11, 2017
Zhilin Yang, Bhuwan Dhingra, Ye Yuan, Junjie Hu, William W. Cohen, Ruslan Salakhutdinov

* Accepted as a conference paper at ICLR 2017 

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Structural Embedding of Syntactic Trees for Machine Comprehension

Aug 31, 2017
Rui Liu, Junjie Hu, Wei Wei, Zi Yang, Eric Nyberg


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Semi-Supervised QA with Generative Domain-Adaptive Nets

Apr 22, 2017
Zhilin Yang, Junjie Hu, Ruslan Salakhutdinov, William W. Cohen

* Accepted as a long paper at ACL2017 

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Learning Lexical Entries for Robotic Commands using Crowdsourcing

Nov 01, 2016
Junjie Hu, Jean Oh, Anatole Gershman


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