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GNN at the Edge: Cost-Efficient Graph Neural Network Processing over Distributed Edge Servers


Oct 31, 2022
Liekang Zeng, Chongyu Yang, Peng Huang, Zhi Zhou, Shuai Yu, Xu Chen

* 19 pages, 20 figures, accepted by IEEE Journal of Selected Areas in Communications 

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Solving Elliptic Problems with Singular Sources using Singularity Splitting Deep Ritz Method


Sep 07, 2022
Tianhao Hu, Bangti Jin, Zhi Zhou

* 25 pages 

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USB: A Unified Semi-supervised Learning Benchmark


Aug 12, 2022
Yidong Wang, Hao Chen, Yue Fan, Wang Sun, Ran Tao, Wenxin Hou, Renjie Wang, Linyi Yang, Zhi Zhou, Lan-Zhe Guo, Heli Qi, Zhen Wu, Yu-Feng Li, Satoshi Nakamura, Wei Ye, Marios Savvides, Bhiksha Raj, Takahiro Shinozaki, Bernt Schiele, Jindong Wang, Xing Xie, Yue Zhang

* Submitted to NeurIPS'22 dataset and benchmark track; code at https://github.com/microsoft/Semi-supervised-learning 

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LAMDA-SSL: Semi-Supervised Learning in Python


Aug 09, 2022
Lin-Han Jia, Lan-Zhe Guo, Zhi Zhou, Yu-Feng Li


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Robust Deep Semi-Supervised Learning: A Brief Introduction


Feb 12, 2022
Lan-Zhe Guo, Zhi Zhou, Yu-Feng Li


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Edge Robotics: Edge-Computing-Accelerated Multi-Robot Simultaneous Localization and Mapping


Jan 24, 2022
Peng Huang, Liekang Zeng, Xu Chen, Ke Luo, Zhi Zhou, Shuai Yu

* accepted by IEEE Internet of Things Journal 

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Deep Reinforcement Learning with Spatio-temporal Traffic Forecasting for Data-Driven Base Station Sleep Control


Jan 21, 2021
Qiong Wu, Xu Chen, Zhi Zhou, Liang Chen, Junshan Zhang

* Accepted by IEEE/ACM Transactions on Networking, Jan. 2021 

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FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health Monitoring


Dec 14, 2020
Qiong Wu, Xu Chen, Zhi Zhou, Junshan Zhang

* Accepted by IEEE Transactions on Mobile Computing 

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CoEdge: Cooperative DNN Inference with Adaptive Workload Partitioning over Heterogeneous Edge Devices


Dec 06, 2020
Liekang Zeng, Xu Chen, Zhi Zhou, Lei Yang, Junshan Zhang

* Accepted by IEEE/ACM Transactions on Networking, Nov. 2020 

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