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Beyond [CLS] through Ranking by Generation

Oct 06, 2020
Cicero Nogueira dos Santos, Xiaofei Ma, Ramesh Nallapati, Zhiheng Huang, Bing Xiang

* EMNLP 2020 

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Improve Transformer Models with Better Relative Position Embeddings

Sep 28, 2020
Zhiheng Huang, Davis Liang, Peng Xu, Bing Xiang

* Accepted as Findings of EMNLP 2020 

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TRANS-BLSTM: Transformer with Bidirectional LSTM for Language Understanding

Mar 16, 2020
Zhiheng Huang, Peng Xu, Davis Liang, Ajay Mishra, Bing Xiang


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WeNet: Weighted Networks for Recurrent Network Architecture Search

Apr 08, 2019
Zhiheng Huang, Bing Xiang


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Self-Attention Networks for Connectionist Temporal Classification in Speech Recognition

Jan 22, 2019
Julian Salazar, Katrin Kirchhoff, Zhiheng Huang

* Under review at ICASSP 2019 

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Learning Noise-Invariant Representations for Robust Speech Recognition

Jul 17, 2018
Davis Liang, Zhiheng Huang, Zachary C. Lipton

* Under Review at IEEE SLT 2018 

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Residual Convolutional CTC Networks for Automatic Speech Recognition

Feb 24, 2017
Yisen Wang, Xuejiao Deng, Songbai Pu, Zhiheng Huang


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CNN-RNN: A Unified Framework for Multi-label Image Classification

Apr 15, 2016
Jiang Wang, Yi Yang, Junhua Mao, Zhiheng Huang, Chang Huang, Wei Xu

* CVPR 2016 

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Video Paragraph Captioning Using Hierarchical Recurrent Neural Networks

Apr 06, 2016
Haonan Yu, Jiang Wang, Zhiheng Huang, Yi Yang, Wei Xu

* In CVPR2016 

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Are You Talking to a Machine? Dataset and Methods for Multilingual Image Question Answering

Nov 02, 2015
Haoyuan Gao, Junhua Mao, Jie Zhou, Zhiheng Huang, Lei Wang, Wei Xu

* Dataset released on the project page, see http://idl.baidu.com/FM-IQA.html ; NIPS 2015 camera ready version 

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Learning like a Child: Fast Novel Visual Concept Learning from Sentence Descriptions of Images

Oct 02, 2015
Junhua Mao, Wei Xu, Yi Yang, Jiang Wang, Zhiheng Huang, Alan Yuille

* ICCV 2015 camera ready version. We add much more novel visual concepts in the NVC dataset and have released it, see http://www.stat.ucla.edu/~junhua.mao/projects/child_learning.html 

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Bidirectional LSTM-CRF Models for Sequence Tagging

Aug 09, 2015
Zhiheng Huang, Wei Xu, Kai Yu


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Deep Captioning with Multimodal Recurrent Neural Networks (m-RNN)

Jun 11, 2015
Junhua Mao, Wei Xu, Yi Yang, Jiang Wang, Zhiheng Huang, Alan Yuille

* ICLR 2015 
* Add a simple strategy to boost the performance of image captioning task significantly. More details are shown in Section 8 of the paper. The code and related data are available at https://github.com/mjhucla/mRNN-CR ;. arXiv admin note: substantial text overlap with arXiv:1410.1090 

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ImageNet Large Scale Visual Recognition Challenge

Jan 30, 2015
Olga Russakovsky, Jia Deng, Hao Su, Jonathan Krause, Sanjeev Satheesh, Sean Ma, Zhiheng Huang, Andrej Karpathy, Aditya Khosla, Michael Bernstein, Alexander C. Berg, Li Fei-Fei

* 43 pages, 16 figures. v3 includes additional comparisons with PASCAL VOC (per-category comparisons in Table 3, distribution of localization difficulty in Fig 16), a list of queries used for obtaining object detection images (Appendix C), and some additional references 

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