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MicroRec: Accelerating Deep Recommendation Systems to Microseconds by Hardware and Data Structure Solutions

Oct 12, 2020
Wenqi Jiang, Zhenhao He, Shuai Zhang, Thomas B. Preußer, Kai Zeng, Liang Feng, Jiansong Zhang, Tongxuan Liu, Yong Li, Jingren Zhou, Ce Zhang, Gustavo Alonso

* Under submission 

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Nonconvex Regularization for Network Slimming:Compressing CNNs Even More

Oct 03, 2020
Kevin Bui, Fredrick Park, Shuai Zhang, Yingyong Qi, Jack Xin

* Will be published in ISVC'20 

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Clustering COVID-19 Lung Scans

Sep 05, 2020
Jacob Householder, Andrew Householder, John Paul Gomez-Reed, Fredrick Park, Shuai Zhang

* 11 pages, 6 figures 

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Computational prediction of RNA tertiary structures using machine learning methods

Sep 03, 2020
Bin Huang, Yuanyang Du, Shuai Zhang, Wenfei Li, Jun Wang, Jian Zhang

* Chinese Physics B, Sept. 2020 
* 20 pages, 2 figures. Chinese Physics B, Aug. 2020 

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A Practical Chinese Dependency Parser Based on A Large-scale Dataset

Sep 03, 2020
Shuai Zhang, Lijie Wang, Ke Sun, Xinyan Xiao


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Performance Optimization for Federated Person Re-identification via Benchmark Analysis

Aug 26, 2020
Weiming Zhuang, Yonggang Wen, Xuesen Zhang, Xin Gan, Daiying Yin, Dongzhan Zhou, Shuai Zhang, Shuai Yi

* ACMMM'20 

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TensorCoder: Dimension-Wise Attention via Tensor Representation for Natural Language Modeling

Aug 12, 2020
Shuai Zhang, Peng Zhang, Xindian Ma, Junqiu Wei, Ningning Wang, Qun Liu


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Fast Learning of Graph Neural Networks with Guaranteed Generalizability: One-hidden-layer Case

Jun 25, 2020
Shuai Zhang, Meng Wang, Sijia Liu, Pin-Yu Chen, Jinjun Xiong

* International Conference on Machine Learning (ICML 2020) 

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Automated Radiological Report Generation For Chest X-Rays With Weakly-Supervised End-to-End Deep Learning

Jun 18, 2020
Shuai Zhang, Xiaoyan Xin, Yang Wang, Yachong Guo, Qiuqiao Hao, Xianfeng Yang, Jun Wang, Jian Zhang, Bing Zhang, Wei Wang


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Listen Attentively, and Spell Once: Whole Sentence Generation via a Non-Autoregressive Architecture for Low-Latency Speech Recognition

May 30, 2020
Ye Bai, Jiangyan Yi, Jianhua Tao, Zhengkun Tian, Zhengqi Wen, Shuai Zhang

* submitted to INTERSPEECH2020 

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Spike-Triggered Non-Autoregressive Transformer for End-to-End Speech Recognition

May 16, 2020
Zhengkun Tian, Jiangyan Yi, Jianhua Tao, Ye Bai, Shuai Zhang, Zhengqi Wen

* 5 pages 

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TRP: Trained Rank Pruning for Efficient Deep Neural Networks

Apr 30, 2020
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* Accepted by IJCAI2020, An extension version of arXiv:1812.02402 

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Rnn-transducer with language bias for end-to-end Mandarin-English code-switching speech recognition

Feb 19, 2020
Shuai Zhang, Jiangyan Yi, Zhengkun Tian, Jianhua Tao, Ye Bai


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$\ell_0$ Regularized Structured Sparsity Convolutional Neural Networks

Dec 17, 2019
Kevin Bui, Fredrick Park, Shuai Zhang, Yingyong Qi, Jack Xin


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Synchronous Transformers for End-to-End Speech Recognition

Dec 06, 2019
Zhengkun Tian, Jiangyan Yi, Ye Bai, Jianhua Tao, Shuai Zhang, Zhengqi Wen

* Submitted to ICASSP 2020 

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Integrating Whole Context to Sequence-to-sequence Speech Recognition

Dec 04, 2019
Ye Bai, Jiangyan Yi, Jianhua Tao, Zhengkun Tian, Zhengqi Wen, Shuai Zhang

* 5 pages, 5 figures 

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Weakly-Supervised Degree of Eye-Closeness Estimation

Oct 24, 2019
Eyasu Mequanint, Shuai Zhang, Bijan Forutanpour, Yingyong Qi, Ning Bi


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Trained Rank Pruning for Efficient Deep Neural Networks

Oct 11, 2019
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Wenrui Dai, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* NeurIPS-EMC2 2019 Workshop on Energy Efficient Machine Learning and Cognitive Computing. arXiv admin note: substantial text overlap with arXiv:1812.02402 

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Traned Rank Pruning for Efficient Deep Neural Networks

Oct 09, 2019
Yuhui Xu, Yuxi Li, Shuai Zhang, Wei Wen, Botao Wang, Wenrui Dai, Yingyong Qi, Yiran Chen, Weiyao Lin, Hongkai Xiong

* NeurIPS-EMC2 2019 Workshop on Energy Efficient Machine Learning and Cognitive Computing. arXiv admin note: substantial text overlap with arXiv:1812.02402 

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A Tensorized Transformer for Language Modeling

Aug 09, 2019
Xindian Ma, Peng Zhang, Shuai Zhang, Nan Duan, Yuexian Hou, Dawei Song, Ming Zhou

* Submitted to NeurIPS 2019 

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Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks

Jun 11, 2019
Yi Tay, Aston Zhang, Luu Anh Tuan, Jinfeng Rao, Shuai Zhang, Shuohang Wang, Jie Fu, Siu Cheung Hui

* ACL 2019 

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Quaternion Collaborative Filtering for Recommendation

Jun 06, 2019
Shuai Zhang, Lina Yao, Lucas Vinh Tran, Aston Zhang, Yi Tay

* Accepted at IJCAI 2019 

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DeepRec: An Open-source Toolkit for Deep Learning based Recommendation

May 25, 2019
Shuai Zhang, Yi Tay, Lina Yao, Bin Wu, Aixin Sun

* Accepted by IJCAI-2019 Demonstrations Track 

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Quaternion Knowledge Graph Embedding

May 25, 2019
Shuai Zhang, Yi Tay, Lina Yao, Qi Liu

* Work in progress 

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Understanding Straight-Through Estimator in Training Activation Quantized Neural Nets

Mar 13, 2019
Penghang Yin, Jiancheng Lyu, Shuai Zhang, Stanley Osher, Yingyong Qi, Jack Xin


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AutoShuffleNet: Learning Permutation Matrices via an Exact Lipschitz Continuous Penalty in Deep Convolutional Neural Networks

Jan 24, 2019
Jiancheng Lyu, Shuai Zhang, Yingyong Qi, Jack Xin


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