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Shuai Zhang

Beihang University

Why Lottery Ticket Wins? A Theoretical Perspective of Sample Complexity on Pruned Neural Networks


Oct 12, 2021
Shuai Zhang, Meng Wang, Sijia Liu, Pin-Yu Chen, Jinjun Xiong

* Thirty-fifth Conference on Neural Information Processing Systems, 2021 

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Joint Optimization in Edge-Cloud Continuum for Federated Unsupervised Person Re-identification


Aug 14, 2021
Weiming Zhuang, Yonggang Wen, Shuai Zhang

* ACMMM'21 

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Collaborative Unsupervised Visual Representation Learning from Decentralized Data


Aug 14, 2021
Weiming Zhuang, Xin Gan, Yonggang Wen, Shuai Zhang, Shuai Yi

* ICCV'21 

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A Sequence-to-Set Network for Nested Named Entity Recognition


May 19, 2021
Zeqi Tan, Yongliang Shen, Shuai Zhang, Weiming Lu, Yueting Zhuang

* Accepted to IJCAI 2021, submission version 

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Towards Unsupervised Domain Adaptation for Deep Face Recognition under Privacy Constraints via Federated Learning


May 17, 2021
Weiming Zhuang, Xin Gan, Yonggang Wen, Xuesen Zhang, Shuai Zhang, Shuai Yi


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EasyFL: A Low-code Federated Learning Platform For Dummies


May 17, 2021
Weiming Zhuang, Xin Gan, Yonggang Wen, Shuai Zhang


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Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition


May 14, 2021
Yongliang Shen, Xinyin Ma, Zeqi Tan, Shuai Zhang, Wen Wang, Weiming Lu

* Accepted to ACL 2021, submission version 

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FSR: Accelerating the Inference Process of Transducer-Based Models by Applying Fast-Skip Regularization


Apr 07, 2021
Zhengkun Tian, Jiangyan Yi, Ye Bai, Jianhua Tao, Shuai Zhang, Zhengqi Wen

* Submitted to INTERSPEECH2021 

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TSNAT: Two-Step Non-Autoregressvie Transformer Models for Speech Recognition


Apr 04, 2021
Zhengkun Tian, Jiangyan Yi, Jianhua Tao, Ye Bai, Shuai Zhang, Zhengqi Wen, Xuefei Liu

* Submitted to Interspeech2021 

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Fast End-to-End Speech Recognition via a Non-Autoregressive Model and Cross-Modal Knowledge Transferring from BERT


Feb 20, 2021
Ye Bai, Jiangyan Yi, Jianhua Tao, Zhengkun Tian, Zhengqi Wen, Shuai Zhang

* 14 pages, 7 figures 

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Switch Spaces: Learning Product Spaces with Sparse Gating


Feb 17, 2021
Shuai Zhang, Yi Tay, Wenqi Jiang, Da-cheng Juan, Ce Zhang


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Beyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with $1/n$ Parameters


Feb 17, 2021
Aston Zhang, Yi Tay, Shuai Zhang, Alvin Chan, Anh Tuan Luu, Siu Cheung Hui, Jie Fu

* Published as a conference paper at the 9th International Conference on Learning Representations (ICLR 2021) 

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Fast End-to-End Speech Recognition via Non-Autoregressive Models and Cross-Modal Knowledge Transferring from BERT


Feb 15, 2021
Ye Bai, Jiangyan Yi, Jianhua Tao, Zhengkun Tian, Zhengqi Wen, Shuai Zhang

* 14 pages, 7 figures 

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Suspicious Massive Registration Detection via Dynamic Heterogeneous Graph Neural Networks


Dec 20, 2020
Susie Xi Rao, Shuai Zhang, Zhichao Han, Zitao Zhang, Wei Min, Mo Cheng, Yinan Shan, Yang Zhao, Ce Zhang

* 8 pages, 1 figure, accepted in the AAAI Workshop on Deep Learning on Graphs 2021 

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Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting


Dec 17, 2020
Haoyi Zhou, Shanghang Zhang, Jieqi Peng, Shuai Zhang, Jianxin Li, Hui Xiong, Wancai Zhang

* 7 pages (main), 5 pages (appendix) and to be appeared in AAAI2021 

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xFraud: Explainable Fraud Transaction Detection on Heterogeneous Graphs


Nov 24, 2020
Susie Xi Rao, Shuai Zhang, Zhichao Han, Zitao Zhang, Wei Min, Zhiyao Chen, Yinan Shan, Yang Zhao, Ce Zhang

* 15 pages, 3 figures, under review in WWW2021 

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Learning User Representations with Hypercuboids for Recommender Systems


Nov 11, 2020
Shuai Zhang, Huoyu Liu, Aston Zhang, Yue Hu, Ce Zhang, Yumeng Li, Tanchao Zhu, Shaojian He, Wenwu Ou

* Accepted by WSDM 2021 

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Decoupling Pronunciation and Language for End-to-end Code-switching Automatic Speech Recognition


Oct 28, 2020
Shuai Zhang, Jiangyan Yi, Zhengkun Tian, Ye Bai, Jianhua Tao, Zhengqi wen

* 5 pages, 1 figures 

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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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