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Boosting Light-Weight Depth Estimation Via Knowledge Distillation


May 13, 2021
Junjie Hu, Chenyou Fan, Hualie Jiang, Xiyue Guo, Xiangyong Lu, Tin Lun Lam


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XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation


Apr 15, 2021
Sebastian Ruder, Noah Constant, Jan Botha, Aditya Siddhant, Orhan Firat, Jinlan Fu, Pengfei Liu, Junjie Hu, Graham Neubig, Melvin Johnson


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Multilingual Multimodal Pre-training for Zero-Shot Cross-Lingual Transfer of Vision-Language Models


Apr 15, 2021
Po-Yao Huang, Mandela Patrick, Junjie Hu, Graham Neubig, Florian Metze, Alexander Hauptmann

* accepted by NAACL 2021 

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GEOMScope: Large Field-of-view 3D Lensless Microscopy with Low Computational Complexity


Jan 20, 2021
Feng Tian, Junjie Hu, Weijian Yang


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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 Guzmán, Junjie Hu, Macduff Hughes, Philipp Koehn, Rosie Lazar, Will Lewis, Graham Neubig, Mengmeng Niu, Alp Öktem, 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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