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The NiuTrans Machine Translation Systems for WMT21


Sep 22, 2021
Shuhan Zhou, Tao Zhou, Binghao Wei, Yingfeng Luo, Yongyu Mu, Zefan Zhou, Chenglong Wang, Xuanjun Zhou, Chuanhao Lv, Yi Jing, Laohu Wang, Jingnan Zhang, Canan Huang, Zhongxiang Yan, Chi Hu, Bei Li, Tong Xiao, Jingbo Zhu


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RankNAS: Efficient Neural Architecture Search by Pairwise Ranking


Sep 17, 2021
Chi Hu, Chenglong Wang, Xiangnan Ma, Xia Meng, Yinqiao Li, Tong Xiao, Jingbo Zhu, Changliang Li

* To appear in EMNLP 2021 

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The NiuTrans System for WNGT 2020 Efficiency Task


Sep 16, 2021
Chi Hu, Bei Li, Ye Lin, Yinqiao Li, Yanyang Li, Chenglong Wang, Tong Xiao, Jingbo Zhu

* NiuTrans at the WNGT 2020 Translation Efficiency Task 

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The NiuTrans System for the WMT21 Efficiency Task


Sep 16, 2021
Chenglong Wang, Chi Hu, Yongyu Mu, Zhongxiang Yan, Siming Wu, Minyi Hu, Hang Cao, Bei Li, Ye Lin, Tong Xiao, Jingbo Zhu

* NiuTrans at the WMT21 Translation Efficiency Task 

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Bag of Tricks for Optimizing Transformer Efficiency


Sep 09, 2021
Ye Lin, Yanyang Li, Tong Xiao, Jingbo Zhu

* accepted by EMNLP (Findings) 2021 

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The NiuTrans End-to-End Speech Translation System for IWSLT 2021 Offline Task


Jul 08, 2021
Chen Xu, Xiaoqian Liu, Xiaowen Liu, Laohu Wang, Canan Huang, Tong Xiao, Jingbo Zhu

* IWSLT 2021 

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The NiuTrans End-to-End Speech Translation System \\for IWSLT 2021 Offline Task


Jul 06, 2021
Chen Xu, Xiaoqian Liu, Xiaowen Liu, Laohu Wang, Canan Huang, Tong Xiao, Jingbo Zhu

* IWSLT 2021 

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Stacked Acoustic-and-Textual Encoding: Integrating the Pre-trained Models into Speech Translation Encoders


May 12, 2021
Chen Xu, Bojie Hu, Yanyang Li, Yuhao Zhang, shen huang, Qi Ju, Tong Xiao, Jingbo Zhu

* ACL 2021 

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ODE Transformer: An Ordinary Differential Equation-Inspired Model for Neural Machine Translation


Apr 06, 2021
Bei Li, Quan Du, Tao Zhou, Shuhan Zhou, Xin Zeng, Tong Xiao, Jingbo Zhu


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Non-Autoregressive Translation by Learning Target Categorical Codes


Mar 21, 2021
Yu Bao, Shujian Huang, Tong Xiao, Dongqi Wang, Xinyu Dai, Jiajun Chen

* 11 pages, 3 figures, 7 tables. Accepted by NAACL-2021 

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An Efficient Transformer Decoder with Compressed Sub-layers


Jan 03, 2021
Yanyang Li, Ye Lin, Tong Xiao, Jingbo Zhu

* accepted by AAAI2021 

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Learning Light-Weight Translation Models from Deep Transformer


Dec 27, 2020
Bei Li, Ziyang Wang, Hui Liu, Quan Du, Tong Xiao, Chunliang Zhang, Jingbo Zhu

* Accepted by AAAI2021 

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A Simple and Effective Approach to Robust Unsupervised Bilingual Dictionary Induction


Nov 30, 2020
Yanyang Li, Yingfeng Luo, Ye Lin, Quan Du, Huizhen Wang, Shujian Huang, Tong Xiao, Jingbo Zhu

* Accepted by COLING2020 

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Dynamic Curriculum Learning for Low-Resource Neural Machine Translation


Nov 30, 2020
Chen Xu, Bojie Hu, Yufan Jiang, Kai Feng, Zeyang Wang, Shen Huang, Qi Ju, Tong Xiao, Jingbo Zhu

* COLING 2020 

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Layer-Wise Multi-View Learning for Neural Machine Translation


Nov 03, 2020
Qiang Wang, Changliang Li, Yue Zhang, Tong Xiao, Jingbo Zhu

* COLING 2020 

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Training Flexible Depth Model by Multi-Task Learning for Neural Machine Translation


Oct 16, 2020
Qiang Wang, Tong Xiao, Jingbo Zhu

* Accepted at Findings of EMNLP 2020 

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Shallow-to-Deep Training for Neural Machine Translation


Oct 08, 2020
Bei Li, Ziyang Wang, Hui Liu, Yufan Jiang, Quan Du, Tong Xiao, Huizhen Wang, Jingbo Zhu

* Accepted by EMNLP 2020 

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Weight Distillation: Transferring the Knowledge in Neural Network Parameters


Sep 19, 2020
Ye Lin, Yanyang Li, Ziyang Wang, Bei Li, Quan Du, Tong Xiao, Jingbo Zhu


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Towards Fully 8-bit Integer Inference for the Transformer Model


Sep 18, 2020
Ye Lin, Yanyang Li, Tengbo Liu, Tong Xiao, Tongran Liu, Jingbo Zhu

* accepted by IJCAI2020 

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Geometric Correspondence Fields: Learned Differentiable Rendering for 3D Pose Refinement in the Wild


Jul 17, 2020
Alexander Grabner, Yaming Wang, Peizhao Zhang, Peihong Guo, Tong Xiao, Peter Vajda, Peter M. Roth, Vincent Lepetit

* Accepted to European Conference on Computer Vision (ECCV) 2020 

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Towards Differentially Private Text Representations


Jun 25, 2020
Lingjuan Lyu, Yitong Li, Xuanli He, Tong Xiao

* Accepted to SIGIR'20 

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Learning Architectures from an Extended Search Space for Language Modeling


Jun 05, 2020
Yinqiao Li, Chi Hu, Yuhao Zhang, Nuo Xu, Yufan Jiang, Tong Xiao, Jingbo Zhu, Tongran Liu, Changliang Li

* ACL 2020 

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Attention: to Better Stand on the Shoulders of Giants


May 27, 2020
Sha Yuan, Zhou Shao, Yu Zhang, Xingxing Wei, Tong Xiao, Yifan Wang, Jie Tang

* arXiv admin note: text overlap with arXiv:1811.02117, arXiv:1811.02129 

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Does Multi-Encoder Help? A Case Study on Context-Aware Neural Machine Translation


May 17, 2020
Bei Li, Hui Liu, Ziyang Wang, Yufan Jiang, Tong Xiao, Jingbo Zhu, Tongran Liu, Changliang Li

* 5 pages, 2 figures, 5 tables, accepted by ACL2020 

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DeepGS: Deep Representation Learning of Graphs and Sequences for Drug-Target Binding Affinity Prediction


Mar 31, 2020
Xuan Lin, Kaiqi Zhao, Tong Xiao, Zhe Quan, Zhi-Jie Wang, Philip S. Yu

* Accepted by the 24th European Conference on Artificial Intelligence (ECAI 2020) 

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Neural Machine Translation with Joint Representation


Feb 18, 2020
Yanyang Li, Qiang Wang, Tong Xiao, Tongran Liu, Jingbo Zhu

* AAAI 2020 

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Multi-layer Representation Fusion for Neural Machine Translation


Feb 16, 2020
Qiang Wang, Fuxue Li, Tong Xiao, Yanyang Li, Yinqiao Li, Jingbo Zhu

* COLING 2018 

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