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Cell-Free Massive MIMO for 6G Wireless Communication Networks


Oct 14, 2021
Hengtao He, Xianghao Yu, Jun Zhang, S. H. Song, Khaled B. Letaief

* 28 pages, 4 figures, 4 tables, Accepted by Journal of Communications and Information Networks 

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Learn to Communicate with Neural Calibration: Scalability and Generalization


Oct 01, 2021
Yifan Ma, Yifei Shen, Xianghao Yu, Jun Zhang, S. H. Song, Khaled B. Letaief

* submitted to IEEE Transactions on Wireless Communications. arXiv admin note: text overlap with arXiv:2108.01529 

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Sk-Unet Model with Fourier Domain for Mitosis Detection


Sep 20, 2021
Sen Yang, Feng Luo, Jun Zhang, Xiyue Wang

* updated version for MICCAI2021 MIDOG Challenge 

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Task-Oriented Communication for Multi-Device Cooperative Edge Inference


Sep 01, 2021
Jiawei Shao, Yuyi Mao, Jun Zhang


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Communication-Computation Efficient Device-Edge Co-Inference via AutoML


Aug 31, 2021
Xinjie Zhang, Jiawei Shao, Yuyi Mao, Jun Zhang


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$k$Folden: $k$-Fold Ensemble for Out-Of-Distribution Detection


Aug 29, 2021
Xiaoya Li, Jiwei Li, Xiaofei Sun, Chun Fan, Tianwei Zhang, Fei Wu, Yuxian Meng, Jun Zhang

* To appear at EMNLP 2021 

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Image-free single-pixel segmentation


Aug 24, 2021
Haiyan Liu, Liheng Bian, Jun Zhang


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Distributed Expectation Propagation Detection for Cell-Free Massive MIMO


Aug 21, 2021
Hengtao He, Hanqing Wang, Xianghao Yu, Jun Zhang, S. H. Song, Khaled B. Letaief

* 6 pages, 5 figures, 2 tables, Accepted by IEEE Globecom 2021 

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Semantic Reinforced Attention Learning for Visual Place Recognition


Aug 19, 2021
Guohao Peng, Yufeng Yue, Jun Zhang, Zhenyu Wu, Xiaoyu Tang, Danwei Wang


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How Powerful is Graph Convolution for Recommendation?


Aug 17, 2021
Yifei Shen, Yongji Wu, Yao Zhang, Caihua Shan, Jun Zhang, Khaled B. Letaief, Dongsheng Li


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Neural Calibration for Scalable Beamforming in FDD Massive MIMO with Implicit Channel Estimation


Aug 03, 2021
Yifan Ma, Yifei Shen, Xianghao Yu, Jun Zhang, S. H. Song, Khaled B. Letaief

* submitted to IEEE Globecom 2021 

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Primary-Auxiliary Model Scheduling Based Estimation of the Vertical Wheel Force in a Full Vehicle System


Jul 24, 2021
Xueke Zheng, Runze Cai, Shuixin Xiao, Yu Qiu, Jun Zhang, Mian Li


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Trajectory Design for UAV-Based Internet-of-Things Data Collection: A Deep Reinforcement Learning Approach


Jul 23, 2021
Yang Wang, Zhen Gao, Jun Zhang, Xianbin Cao, Dezhi Zheng, Yue Gao, Derrick Wing Kwan Ng, Marco Di Renzo

* Accepted by IEEE Internet of Things Journal. The codes and some other materials about this work may be available at https://gaozhen16.github.io/ 

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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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