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On the Adversarial Robustness of LASSO Based Feature Selection

Oct 20, 2020
Fuwei Li, Lifeng Lai, Shuguang Cui


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Skeleton-bridged Point Completion: From Global Inference to Local Adjustment

Oct 14, 2020
Yinyu Nie, Yiqun Lin, Xiaoguang Han, Shihui Guo, Jian Chang, Shuguang Cui, Jian Jun Zhang

* Accepted by NeurIPS 2020; Project Page: https://yinyunie.github.io/SKPCN-page/ 

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A Machine Learning Approach for Task and Resource Allocation in Mobile Edge Computing Based Networks

Jul 20, 2020
Sihua Wang, Mingzhe Chen, Xuanlin Liu, Changchuan Yin, Shuguang Cui, H. Vincent Poor

* This paper has been accepted by IEEE Internet of Things 

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Delay Minimization for Federated Learning Over Wireless Communication Networks

Jul 05, 2020
Zhaohui Yang, Mingzhe Chen, Walid Saad, Choong Seon Hong, Mohammad Shikh-Bahaei, H. Vincent Poor, Shuguang Cui

* arXiv admin note: substantial text overlap with arXiv:1911.02417 

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From Spectrum Wavelet to Vertex Propagation: Graph Convolutional Networks Based on Taylor Approximation

Jul 01, 2020
Songyang Zhang, Han Zhang, Shuguang Cui, Zhi Ding


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UVeQFed: Universal Vector Quantization for Federated Learning

Jun 05, 2020
Nir Shlezinger, Mingzhe Chen, Yonina C. Eldar, H. Vincent Poor, Shuguang Cui


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Wireless Communications for Collaborative Federated Learning in the Internet of Things

Jun 03, 2020
Mingzhe Chen, H. Vincent Poor, Walid Saad, Shuguang Cui


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Meta-Reinforcement Learning for Trajectory Design in Wireless UAV Networks

May 25, 2020
Ye Hu, Mingzhe Chen, Walid Saad, H. Vincent Poor, Shuguang Cui

* 6 pages, Fig.4 

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Peeking into occluded joints: A novel framework for crowd pose estimation

Mar 31, 2020
Lingteng Qiu, Xuanye Zhang, Yanran Li, Guanbin Li, Xiaojun Wu, Zixiang Xiong, Xiaoguang Han, Shuguang Cui

* The code of OPEC-Net is available at: https://lingtengqiu.github.io/2020/03/22/OPEC-Net/ 

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Deep Fashion3D: A Dataset and Benchmark for 3D Garment Reconstruction from Single Images

Mar 28, 2020
Heming Zhu, Yu Cao, Hang Jin, Weikai Chen, Dong Du, Zhangye Wang, Shuguang Cui, Xiaoguang Han

* 23 pages, 9 figures. For project page, see https://kv2000.github.io/2020/03/25/deepFashion3DRevisited/ 

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Federated Learning for Task and Resource Allocation in Wireless High Altitude Balloon Networks

Mar 19, 2020
Sihua Wang, Mingzhe Chen, Changchuan Yin, Walid Saad, Choong Seon Hong, Shuguang Cui, H. Vincent Poor


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FPConv: Learning Local Flattening for Point Convolution

Mar 14, 2020
Yiqun Lin, Zizheng Yan, Haibin Huang, Dong Du, Ligang Liu, Shuguang Cui, Xiaoguang Han

* Camera-ready, accepted to CVPR 2020 

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PointASNL: Robust Point Clouds Processing using Nonlocal Neural Networks with Adaptive Sampling

Mar 10, 2020
Xu Yan, Chaoda Zheng, Zhen Li, Sheng Wang, Shuguang Cui

* To appear in CVPR 2020. Also seen in http://kaldir.vc.in.tum.de/scannet_benchmark/ 

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Scalable Learning Paradigms for Data-Driven Wireless Communication

Mar 01, 2020
Yue Xu, Feng Yin, Wenjun Xu, Chia-Han Lee, Jiaru Lin, Shuguang Cui


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Optimal Feature Manipulation Attacks Against Linear Regression

Feb 29, 2020
Fuwei Li, Lifeng Lai, Shuguang Cui


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Artificial Intelligence Aided Next-Generation Networks Relying on UAVs

Jan 28, 2020
Xiao Liu, Mingzhe Chen, Yuanwei Liu, Yue Chen, Shuguang Cui, Lajos Hanzo


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Convergence Time Optimization for Federated Learning over Wireless Networks

Jan 22, 2020
Mingzhe Chen, H. Vincent Poor, Walid Saad, Shuguang Cui


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Hypergraph Spectral Analysis and Processing in 3D Point Cloud

Jan 08, 2020
Songyang Zhang, Shuguang Cui, Zhi Ding


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A Joint Learning and Communications Framework for Federated Learning over Wireless Networks

Sep 17, 2019
Mingzhe Chen, Zhaohui Yang, Walid Saad, Changchuan Yin, H. Vincent Poor, Shuguang Cui


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On the Adversarial Robustness of Subspace Learning

Aug 17, 2019
Fuwei Li, Lifeng Lai, Shuguang Cui


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Voting-Based Multi-Agent Reinforcement Learning

Jul 02, 2019
Yue Xu, Zengde Deng, Mengdi Wang, Wenjun Xu, Anthony Man-Cho So, Shuguang Cui


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A General $\mathcal{O}(n^2)$ Hyper-Parameter Optimization for Gaussian Process Regression with Cross-Validation and Non-linearly Constrained ADMM

Jun 07, 2019
Linning Xu, Feng Yin, Jiawei Zhang, Zhi-Quan Luo, Shuguang Cui


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Load Balancing for Ultra-Dense Networks: A Deep Reinforcement Learning Based Approach

Jun 03, 2019
Yue Xu, Wenjun Xu, Zhi Wang, Jiaru Lin, Shuguang Cui


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Deep Reinforcement Learning of Volume-guided Progressive View Inpainting for 3D Point Scene Completion from a Single Depth Image

Mar 12, 2019
Xiaoguang Han, Zhaoxuan Zhang, Dong Du, Mingdai Yang, Jingming Yu, Pan Pan, Xin Yang, Ligang Liu, Zixiang Xiong, Shuguang Cui

* Accepted as CVPR 2019 Oral 

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Wireless Traffic Prediction with Scalable Gaussian Process: Framework, Algorithms, and Verification

Feb 13, 2019
Yue Xu, Feng Yin, Wenjun Xu, Jiaru Lin, Shuguang Cui


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