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Jun Zhang

National Innovation Institute of Defense Technology, Chinese Academy of Military Science

Mini-data-driven Deep Arbitrary Polynomial Chaos Expansion for Uncertainty Quantification


Jul 22, 2021
Xiaohu Zheng, Jun Zhang, Ning Wang, Guijian Tang, Wen Yao


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Randomized ReLU Activation for Uncertainty Estimation of Deep Neural Networks


Jul 15, 2021
Yufeng Xia, Jun Zhang, Zhiqiang Gong, Tingsong Jiang, Wen Yao


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Joint Activity Detection, Channel Estimation, and Data Decoding for Grant-free Massive Random Access


Jul 12, 2021
Xinyu Bian, Yuyi Mao, Jun Zhang


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IDRLnet: A Physics-Informed Neural Network Library


Jul 09, 2021
Wei Peng, Jun Zhang, Weien Zhou, Xiaoyu Zhao, Wen Yao, Xiaoqian Chen


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Physics-Informed Deep Reversible Regression Model for Temperature Field Reconstruction of Heat-Source Systems


Jul 05, 2021
Zhiqiang Gong, Weien Zhou, Jun Zhang, Wei Peng, Wen Yao

* Submitted to IEEE TIE 

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An Edge Computing Paradigm for Massive IoT Connectivity over High-Altitude Platform Networks


Jun 25, 2021
Malong Ke, Zhen Gao, Yang Huang, Guoru Ding, Derrick Wing Kwan Ng, Qihui Wu, Jun Zhang

* 8 pages, 6 figures. The current version has been accepted by IEEE Wireless Communications Magzine Special Issue on Aerial Computing: Drones for Multi-Access Edge Computing 

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Invariant Information Bottleneck for Domain Generalization


Jun 14, 2021
Bo Li, Yifei Shen, Yezhen Wang, Wenzhen Zhu, Colorado J. Reed, Jun Zhang, Dongsheng Li, Kurt Keutzer, Han Zhao

* The work is in progress 

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Pyramidal Dense Attention Networks for Lightweight Image Super-Resolution


Jun 13, 2021
Huapeng Wu, Jie Gui, Jun Zhang, James T. Kwok, Zhihui Wei


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Feedback Pyramid Attention Networks for Single Image Super-Resolution


Jun 13, 2021
Huapeng Wu, Jie Gui, Jun Zhang, James T. Kwok, Zhihui Wei


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AI Empowered Resource Management for Future Wireless Networks


Jun 11, 2021
Yifei Shen, Jun Zhang, S. H. Song, Khaled B. Letaief

* Meditcom 2021 

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Agile wide-field imaging with selective high resolution


Jun 11, 2021
Lintao Peng, Liheng Bian, Tiexin Liu, Jun Zhang

* 12pages,6figures 

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A Comprehensive Survey on Image Dehazing Based on Deep Learning


Jun 07, 2021
Jie Gui, Xiaofeng Cong, Yuan Cao, Wenqi Ren, Jun Zhang, Jing Zhang, Dacheng Tao

* Paper accepted at IJCAI 2021 (Survey Track) 

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Plug-and-play optimization for pixel super-resolution phase retrieval


May 31, 2021
Xuyang Chang, Liheng Bian, Shaowei Jiang, Guoan Zheng, Jun Zhang


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Semi-Decentralized Federated Edge Learning for Fast Convergence on Non-IID Data


May 18, 2021
Yuchang Sun, Jiawei Shao, Yuyi Mao, Jun Zhang


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Privacy Inference Attacks and Defenses in Cloud-based Deep Neural Network: A Survey


May 13, 2021
Xiaoyu Zhang, Chao Chen, Yi Xie, Xiaofeng Chen, Jun Zhang, Yang Xiang


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Joint Activity Detection and Data Decoding in Massive Random Access via a Turbo Receiver


Apr 26, 2021
Xinyu Bian, Yuyi Mao, Jun Zhang


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Communication-Efficient Federated Learning with Dual-Side Low-Rank Compression


Apr 26, 2021
Zhefeng Qiao, Xianghao Yu, Jun Zhang, Khaled B. Letaief

* 6 pages, 5 figures, submitted for potential publication 

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Massive Access in Media Modulation Based Massive Machine-Type Communications


Apr 08, 2021
Li Qiao, Jun Zhang, Zhen Gao, Derrick Wing Kwan Ng, Marco Di Renzo, Mohamed-Slim Alouini

* submitted to IEEE Transactions on Wireless Communications [Major Revision] 

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Affine-modeled video extraction from a single motion blurred image


Apr 08, 2021
Daoyu Li, Liheng Bian, Jun Zhang


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Large-scale phase retrieval


Apr 06, 2021
Xuyang Chang, Liheng Bian, Jun Zhang


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Decentralized Statistical Inference with Unrolled Graph Neural Networks


Apr 04, 2021
He Wang, Yifei Shen, Ziyuan Wang, Dongsheng Li, Jun Zhang, Khaled B. Letaief, Jie Lu


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HMM-Free Encoder Pre-Training for Streaming RNN Transducer


Apr 02, 2021
Lu Huang, Jingyu Sun, Yufeng Tang, Junfeng Hou, Jinkun Chen, Jun Zhang, Zejun Ma

* Submitted to Interspeech 2021 

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Hierarchical Quantized Federated Learning: Convergence Analysis and System Design


Mar 26, 2021
Lumin Liu, Jun Zhang, Shenghui Song, Khaled B. Letaief

* Submitted for possible publication 

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A Deep Neural Network Surrogate Modeling Benchmark for Temperature Field Prediction of Heat Source Layout


Mar 20, 2021
Xianqi Chen, Xiaoyu Zhao, Zhiqiang Gong, Jun Zhang, Weien Zhou, Xiaoqian Chen, Wen Yao

* 31 pages, 25 figures 

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