Zhi Zhou

ORCID

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 159

Top Venues

CoRR

IEEE Internet Things J.

IEEE Trans. Mob. Comput.

IEEE J. Sel. Areas Commun.

Publications

Rui Li, Tao Ouyang, Liekang Zeng, Guocheng Liao, Zhi Zhou, Xu Chen
Online Optimization of DNN Inference Network Utility in Collaborative Edge Computing. CoRR (2024)
Jiabin Chen, Fei Xu, Yikun Gu, Li Chen, Fangming Liu, Zhi Zhou
HarmonyBatch: Batching multi-SLO DNN Inference with Heterogeneous Serverless Functions. CoRR (2024)
Kongyange Zhao, Zhi Zhou, Lei Jiao, Shen Cai, Fei Xu, Xu Chen
Taming Serverless Cold Start of Cloud Model Inference With Edge Computing. IEEE Trans. Mob. Comput. 23 (8) (2024)
Bin Gao, Zhehui Wang, Zhuomin He, Tao Luo, Weng-Fai Wong, Zhi Zhou
IMI: In-memory Multi-job Inference Acceleration for Large Language Models. ICPP (2024)
Li Lin, Jiapeng Wu, Zhi Zhou, Jin Zhao, Peng Li, Jinbo Xiong
Computing Power Networking Meets Blockchain: A Reputation-Enhanced Trading Framework for Decentralized IoT Cloud Services. IEEE Internet Things J. 11 (10) (2024)
Huaiguang Cai, Zhi Zhou, Qianyi Huang
Online Resource Allocation for Edge Intelligence with Colocated Model Retraining and Inference. CoRR (2024)
Chongwu Dong, Yirui Tian, Zhi Zhou, Wushao Wen, Xu Chen
Joint Power Allocation and Task Offloading for Reliability-Aware Services in NOMA-Enabled MEC. IEEE Trans. Wirel. Commun. 23 (7) (2024)
Weijie Liu, Xiaoxi Zhang, Jingpu Duan, Carlee Joe-Wong, Zhi Zhou, Xu Chen
DYNAMITE: Dynamic Interplay of Mini-Batch Size and Aggregation Frequency for Federated Learning With Static and Streaming Datasets. IEEE Trans. Mob. Comput. 23 (7) (2024)
Rui Huang, Wushao Wen, Xu Chen, Zhi Zhou, Qiangpu Chen, Chongwu Dong
Joint Power Allocation and Task Replication for Reliability-Sensitive Services in NOMA-Enabled Vehicular Edge Computing. IEEE Trans. Veh. Technol. 73 (3) (2024)
Huaiguang Cai, Zhi Zhou, Qianyi Huang
Online Resource Allocation for Edge Intelligence with Colocated Model Retraining and Inference. INFOCOM (2024)
Liekang Zeng, Xu Chen, Peng Huang, Ke Luo, Xiaoxi Zhang, Zhi Zhou
Serving Graph Neural Networks With Distributed Fog Servers for Smart IoT Services. IEEE/ACM Trans. Netw. 32 (1) (2024)
Ruiting Zhou, Ziyi Han, Yifan Zeng, Zhi Zhou, Libing Wu, Wei Wang
SAFE: Intelligent Online Scheduling for Collaborative DNN Inference in Vehicular Network. CSCWD (2024)
Xiaoxi Zhang, Jinhang Zuo, Zhe Huang, Zhi Zhou, Xu Chen, Carlee Joe-Wong
Learning With Side Information: Elastic Multi-Resource Control for the Open RAN. IEEE J. Sel. Areas Commun. 42 (2) (2024)
Song Yang, Fan Li, Zhi Zhou, Xu Chen, Yu Wang, Xiaoming Fu
Online Control of Service Function Chainings Across Geo-Distributed Datacenters. IEEE Trans. Mob. Comput. 22 (6) (2023)
Huirong Ma, Rui Li, Xiaoxi Zhang, Zhi Zhou, Xu Chen
Reliability-Aware Online Scheduling for DNN Inference Tasks in Mobile-Edge Computing. IEEE Internet Things J. 10 (13) (2023)
Weijie Liu, Xiaoxi Zhang, Jingpu Duan, Carlee Joe-Wong, Zhi Zhou, Xu Chen
Federated Learning at the Edge: An Interplay of Mini-batch Size and Aggregation Frequency. INFOCOM Workshops (2023)
Ke Luo, Tao Ouyang, Zhi Zhou, Xu Chen
Behavior Tree-based Workflow Modeling and Scheduling for Serverless Edge Computing. ICDCS (2023)
Tao Ouyang, Xu Chen, Zhi Zhou, Rui Li, Xin Tang
Adaptive User-Managed Service Placement for Mobile Edge Computing via Contextual Multi-Armed Bandit Learning. IEEE Trans. Mob. Comput. 22 (3) (2023)
Qiong Wu, Xu Chen, Tao Ouyang, Zhi Zhou, Xiaoxi Zhang, Shusen Yang, Junshan Zhang
HiFlash: Communication-Efficient Hierarchical Federated Learning With Adaptive Staleness Control and Heterogeneity-Aware Client-Edge Association. IEEE Trans. Parallel Distributed Syst. 34 (5) (2023)
Tianyu Zeng, Xiaoxi Zhang, Daipeng Feng, Jingpu Duan, Zhi Zhou, Xu Chen
RLink: Accelerate On-Device Deep Reinforcement Learning with Inference Knowledge at the Edge. MSN (2023)
Ruitao Shang, Fei Xu, Zhuoyan Bai, Li Chen, Zhi Zhou, Fangming Liu
spotDNN: Provisioning Spot Instances for Predictable Distributed DNN Training in the Cloud. IWQoS (2023)
Qiong Wu, Xu Chen, Tao Ouyang, Zhi Zhou, Xiaoxi Zhang, Shusen Yang, Junshan Zhang
HiFlash: Communication-Efficient Hierarchical Federated Learning with Adaptive Staleness Control and Heterogeneity-aware Client-Edge Association. CoRR (2023)
Liekang Zeng, Chongyu Yang, Peng Huang, Zhi Zhou, Shuai Yu, Xu Chen
GNN at the Edge: Cost-Efficient Graph Neural Network Processing Over Distributed Edge Servers. IEEE J. Sel. Areas Commun. 41 (3) (2023)
Kongyange Zhao, Zhi Zhou, Tao Ouyang, Mingliao Zhao, Hao Wang, Xu Chen
QoS-aware Resource Optimization for Hierarchical Cross-Edge Video Analytics. SECON (2023)
Jiajie Xie, Zhi Zhou, Tao Ouyang, Xiaoxi Zhang, Xu Chen
Fair DNN Model Selection in Edge AI via A Cooperative Game Approach. ICDCS (2023)
Shen Cai, Zhi Zhou, Kongyange Zhao, Xu Chen
Cost-Efficient Serverless Inference Serving with Joint Batching and Multi-Processing. APSys (2023)
Jing Peng, Zhi Zhou, Kongyange Zhao, Huirong Ma, Xu Chen
Cost-Efficient Cloud-Edge Video Analytics with Hybird IaaS and FaaS Resources. ICPADS (2023)
Tao Ouyang, Kongyange Zhao, Xiaoxi Zhang, Zhi Zhou, Xu Chen
Dynamic Edge-centric Resource Provisioning for Online and Offline Services Co-location. INFOCOM (2023)
Aodong Chen, Fei Xu, Li Han, Yuan Dong, Li Chen, Zhi Zhou, Fangming Liu
Opara: Exploiting Operator Parallelism for Expediting DNN Inference on GPUs. CoRR (2023)
Shuomiao Su, Zhi Zhou, Tao Ouyang, Ruiting Zhou, Xu Chen
Learning to Be Green: Carbon-Aware Online Control for Edge Intelligence with Colocated Learning and Inference. ICDCS (2023)
Fei Xu, Jianian Xu, Jiabin Chen, Li Chen, Ruitao Shang, Zhi Zhou, Fangming Liu
iGniter: Interference-Aware GPU Resource Provisioning for Predictable DNN Inference in the Cloud. IEEE Trans. Parallel Distributed Syst. 34 (3) (2023)
Hao Bao, Zhi Zhou, Jiajie Xie, Qianyi Huang, Fei Xu, Xu Chen
COUPLE: Accelerating Video Analytics on Heterogeneous Mobile Processors. MobiCom (2023)
Zhi Zhou, Dusit Niyato, Zehui Xiong, Xiaowen Gong, Walid Saad, Xiaoming Fu
Guest Editorial The Nexus Between Edge Computing and AI for 6G Networks. IEEE Trans. Netw. Sci. Eng. 10 (3) (2023)
Qingyuan Wang, Bin Gao, Zhi Zhou, Fei Xu, Chenghao Ouyang
DAG-Aware Optimization for Geo-Distributed Data Analytics. ICPP (2023)
Huirong Ma, Zhi Zhou, Xiaoxi Zhang, Xu Chen
Toward Carbon-Neutral Edge Computing: Greening Edge AI by Harnessing Spot and Future Carbon Markets. IEEE Internet Things J. 10 (18) (2023)
Ke Luo, Tao Ouyang, Zhi Zhou, Xu Chen
BeeFlow: Behavior tree-based Serverless workflow modeling and scheduling for resource-constrained edge clusters. J. Syst. Archit. 143 (2023)
Kongyange Zhao, Zhi Zhou, Xu Chen, Ruiting Zhou, Xiaoxi Zhang, Shuai Yu, Di Wu
EdgeAdaptor: Online Configuration Adaption, Model Selection and Resource Provisioning for Edge DNN Inference Serving at Scale. IEEE Trans. Mob. Comput. 22 (10) (2023)
Liekang Zeng, Chongyu Yang, Peng Huang, Zhi Zhou, Shuai Yu, Xu Chen
GNN at the Edge: Cost-Efficient Graph Neural Network Processing over Distributed Edge Servers. CoRR (2022)
Fei Xu, Yiling Qin, Li Chen, Zhi Zhou, Fangming Liu
λDNN: Achieving Predictable Distributed DNN Training With Serverless Architectures. IEEE Trans. Computers 71 (2) (2022)
Rui Li, Zhi Zhou, Xu Chen, Qing Ling
Resource Price-Aware Offloading for Edge-Cloud Collaboration: A Two-Timescale Online Control Approach. IEEE Trans. Cloud Comput. 10 (1) (2022)
Rui Li, Zhi Zhou, Xiaoxi Zhang, Xu Chen
Joint Application Placement and Request Routing Optimization for Dynamic Edge Computing Service Management. IEEE Trans. Parallel Distributed Syst. 33 (12) (2022)
Qiang Du, Xiaochuan Tian, Zhi Zhou
Nonlocal diffusion models with consistent local and fractional limits. CoRR (2022)
Fei Xu, Jianian Xu, Jiabin Chen, Li Chen, Ruitao Shang, Zhi Zhou, Fangming Liu
iGniter: Interference-Aware GPU Resource Provisioning for Predictable DNN Inference in the Cloud. CoRR (2022)
Ruiting Zhou, Xueying Zhang, Shixin Qin, John C. S. Lui, Zhi Zhou, Hao Huang, Zongpeng Li
Online Task Offloading for 5G Small Cell Networks. IEEE Trans. Mob. Comput. 21 (6) (2022)
Lin Jia, Zhi Zhou, Fei Xu, Hai Jin
Cost-Efficient Continuous Edge Learning for Artificial Intelligence of Things. IEEE Internet Things J. 9 (10) (2022)
Huirong Ma, Peng Huang, Zhi Zhou, Xiaoxi Zhang, Xu Chen
GreenEdge: Joint Green Energy Scheduling and Dynamic Task Offloading in Multi-Tier Edge Computing Systems. IEEE Trans. Veh. Technol. 71 (4) (2022)
Zhengqi Zhang, Zhi Zhou
Stability and numerical analysis of backward problem for subdiffusion with time-dependent coefficients. CoRR (2022)
Lan-Zhe Guo, Zhi Zhou, Yu-Feng Li
Robust Deep Semi-Supervised Learning: A Brief Introduction. CoRR (2022)
Bin Gao, Zhi Zhou, Fangming Liu, Fei Xu, Bo Li
An Online Framework for Joint Network Selection and Service Placement in Mobile Edge Computing. IEEE Trans. Mob. Comput. 21 (11) (2022)
Kaiwen He, Xu Chen, Qiong Wu, Shuai Yu, Zhi Zhou
Graph Attention Spatial-Temporal Network With Collaborative Global-Local Learning for Citywide Mobile Traffic Prediction. IEEE Trans. Mob. Comput. 21 (4) (2022)
Zhengqi Zhang, Zhidong Zhang, Zhi Zhou
Identification of potential in diffusion equations from terminal observation: analysis and discrete approximation. CoRR (2022)
Qian Wei, Zhi Zhou, Xu Chen
DRL-Based Energy-Efficient Trajectory Planning, Computation Offloading, and Charging Scheduling in UAV-MEC Network. ICCC (2022)
Jialuo Cui, Qiong Wu, Zhi Zhou, Xu Chen
FedBranch: Heterogeneous Federated Learning via Multi-Branch Neural Network. ICCC (2022)
Lin-Han Jia, Lan-Zhe Guo, Zhi Zhou, Yu-Feng Li
LAMDA-SSL: Semi-Supervised Learning in Python. CoRR (2022)
Qiong Wu, Xu Chen, Zhi Zhou, Junshan Zhang
FedHome: Cloud-Edge Based Personalized Federated Learning for In-Home Health Monitoring. IEEE Trans. Mob. Comput. 21 (8) (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
USB: A Unified Semi-supervised Learning Benchmark. CoRR (2022)
Liekang Zeng, Peng Huang, Ke Luo, Xiaoxi Zhang, Zhi Zhou, Xu Chen
Fograph: Enabling Real-Time Deep Graph Inference with Fog Computing. WWW (2022)
Peng Huang, Liekang Zeng, Xu Chen, Ke Luo, Zhi Zhou, Shuai Yu
Edge Robotics: Edge-Computing-Accelerated Multirobot Simultaneous Localization and Mapping. IEEE Internet Things J. 9 (15) (2022)
Qiong Wu, Xu Chen, Zhi Zhou, Liang Chen, Junshan Zhang
Deep Reinforcement Learning with Spatio-temporal Traffic Forecasting for Data-Driven Base Station Sleep Control. CoRR (2021)
Zhi Zhou, Ke Luo, Xu Chen
Deep Reinforcement Learning for Intelligent Cloud Resource Management. INFOCOM Workshops (2021)
Zhi Zhou, Lan-Zhe Guo, Zhanzhan Cheng, Yu-Feng Li, Shiliang Pu
STEP: Out-of-Distribution Detection in the Presence of Limited In-Distribution Labeled Data. NeurIPS (2021)
Lan-Zhe Guo, Zhi Zhou, Jie-Jing Shao, Qi Zhang, Feng Kuang, Gao-Le Li, Zhang-Xun Liu, Guobin Wu, Nan Ma, Qun Li, Yu-Feng Li
Learning from Imbalanced and Incomplete Supervision with Its Application to Ride-Sharing Liability Judgment. KDD (2021)
Qiang Qi, Fei Xu, Li Chen, Zhi Zhou
Rationing bandwidth resources for mitigating network resource contention in distributed DNN training clusters. CCF Trans. High Perform. Comput. 3 (2) (2021)
Siqi Luo, Xu Chen, Zhi Zhou, Shuai Yu
Fog-Enabled Joint Computation, Communication and Caching Resource Sharing for Energy-Efficient IoT Data Stream Processing. IEEE Trans. Veh. Technol. 70 (4) (2021)
Zhengqi Zhang, Zhi Zhou
Backward diffusion-wave problem: stability, regularization and approximation. CoRR (2021)
Peng Huang, Liekang Zeng, Xu Chen, Ke Luo, Zhi Zhou, Shuai Yu
Edge Robotics: Edge-Computing-Accelerated Multi-Robot Simultaneous Localization and Mapping. CoRR (2021)
Hai Jin, Lin Jia, Zhi Zhou
Boosting Edge Intelligence With Collaborative Cross-Edge Analytics. IEEE Internet Things J. 8 (4) (2021)
Peng Huang, Liekang Zeng, Ke Luo, Jinhong Guo, Zhi Zhou, Xu Chen
ColaSLAM: Real-Time Multi-Robot Collaborative Laser SLAM via Edge Computing. ICCC (2021)
Qian Wei, Tao Ouyang, Zhi Zhou, Xu Chen
Flying MEC: Online Task Offloading, Trajectory Planning and Charging Scheduling for UAV-Assisted MEC. ICA3PP (1) (2021)
Qiong Wu, Xu Chen, Zhi Zhou, Liang Chen, Junshan Zhang
Deep Reinforcement Learning With Spatio-Temporal Traffic Forecasting for Data-Driven Base Station Sleep Control. IEEE/ACM Trans. Netw. 29 (2) (2021)
Rui Li, Qian Ma, Jie Gong, Zhi Zhou, Xu Chen
Age of Processing: Age-Driven Status Sampling and Processing Offloading for Edge-Computing-Enabled Real-Time IoT Applications. IEEE Internet Things J. 8 (19) (2021)
Minghua Chen, Fan Yu, Zhi Zhou
Backward Difference Formulae: The Energy Technique for Subdiffusion Equation. J. Sci. Comput. 87 (3) (2021)
Liekang Zeng, Xu Chen, Zhi Zhou, Lei Yang, Junshan Zhang
CoEdge: Cooperative DNN Inference With Adaptive Workload Partitioning Over Heterogeneous Edge Devices. IEEE/ACM Trans. Netw. 29 (2) (2021)
Deze Zeng, Ruidong Li, Zhi Zhou, Ruiting Zhou, Rami Langar, Md. Zakirul Alam Bhuiyan
Editorial for Special Issue on Flexible Cloud and Edge for Internet-of-Things. Trans. Emerg. Telecommun. Technol. 32 (8) (2021)
Shuai Yu, Xu Chen, Zhi Zhou, Xiaowen Gong, Di Wu
When Deep Reinforcement Learning Meets Federated Learning: Intelligent Multitimescale Resource Management for Multiaccess Edge Computing in 5G Ultradense Network. IEEE Internet Things J. 8 (4) (2021)
Zhi Zhou, Shuai Yu, Wuhui Chen, Xu Chen
CE-IoT: Cost-Effective Cloud-Edge Resource Provisioning for Heterogeneous IoT Applications. IEEE Internet Things J. 7 (9) (2020)
Xinyang Liu, Pingfeng Wang, Esra Büyüktahtakin Toy, Zhi Zhou
Battery Asset Management with Cycle Life Prognosis. CoRR (2020)
Qiong Wu, Xu Chen, Zhi Zhou, Junshan Zhang
FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health Monitoring. CoRR (2020)
Rui Li, Qian Ma, Jie Gong, Zhi Zhou, Xu Chen
Age of Processing: Age-driven Status Sampling and Processing Offloading for Edge Computing-enabled Real-time IoT Applications. CoRR (2020)
Ziming Zeng, Zhi Zhou, Xiangming Mu
User review helpfulness assessment based on sentiment analysis. Electron. Libr. 38 (2) (2020)
Zhi Zhou, Fangming Liu, Shutong Chen, Zongpeng Li
A Truthful and Efficient Incentive Mechanism for Demand Response in Green Datacenters. IEEE Trans. Parallel Distributed Syst. 31 (1) (2020)
Qiang Du, Zhi Zhou
Nonlocal-in-time dynamics and crossover of diffusive regimes. CoRR (2020)
Siqi Luo, Xu Chen, Qiong Wu, Zhi Zhou, Shuai Yu
HFEL: Joint Edge Association and Resource Allocation for Cost-Efficient Hierarchical Federated Edge Learning. IEEE Trans. Wirel. Commun. 19 (10) (2020)
Qiong Wu, Muhong Wu, Xu Chen, Zhi Zhou, Kaiwen He, Liang Chen
DeepCP: Deep Learning Driven Cascade Prediction Based Autonomous Content Placement in Closed Social Network. CoRR (2020)
Lan-Zhe Guo, Zhi Zhou, Yu-Feng Li
RECORD: Resource Constrained Semi-Supervised Learning under Distribution Shift. KDD (2020)
Shuonan Wu, Zhi Zhou
Parallel-in-time high-order BDF schemes for diffusion and subdiffusion equations. CoRR (2020)
Huirong Ma, Zhi Zhou, Xu Chen
Leveraging the Power of Prediction: Predictive Service Placement for Latency-Sensitive Mobile Edge Computing. CoRR (2020)
Yuan Yi, Wei Xie, Zhi Zhou, Keqi Wang
Data-Driven Stochastic Optimization for Power Grids Scheduling under High Wind Penetration. CoRR (2020)
Deyin Liu, Xu Chen, Zhi Zhou, Qing Ling
HierTrain: Fast Hierarchical Edge AI Learning With Hybrid Parallelism in Mobile-Edge-Cloud Computing. IEEE Open J. Commun. Soc. 1 (2020)
Siqi Luo, Xu Chen, Zhi Zhou, Xiang Chen, Weigang Wu
Incentive-Aware Micro Computing Cluster Formation for Cooperative Fog Computing. IEEE Trans. Wirel. Commun. 19 (4) (2020)
Shuai Yu, Xu Chen, Zhi Zhou, Xiaowen Gong, Di Wu
When Deep Reinforcement Learning Meets Federated Learning: Intelligent Multi-Timescale Resource Management for Multi-access Edge Computing in 5G Ultra Dense Network. CoRR (2020)
Marta D'Elia, Qiang Du, Christian A. Glusa, Max D. Gunzburger, Xiaochuan Tian, Zhi Zhou
Numerical methods for nonlocal and fractional models. CoRR (2020)
Huirong Ma, Zhi Zhou, Xu Chen
Leveraging the Power of Prediction: Predictive Service Placement for Latency-Sensitive Mobile Edge Computing. IEEE Trans. Wirel. Commun. 19 (10) (2020)
Zhengqi Zhang, Zhi Zhou
Numerical Analysis of Backward Subdiffusion Problems. CoRR (2020)
Qiong Wu, Muhong Wu, Xu Chen, Zhi Zhou, Kaiwen He, Liang Chen
DeepCP: Deep Learning Driven Cascade Prediction-Based Autonomous Content Placement in Closed Social Network. IEEE J. Sel. Areas Commun. 38 (7) (2020)
Marta D'Elia, Qiang Du, Christian A. Glusa, Max D. Gunzburger, Xiaochuan Tian, Zhi Zhou
Numerical methods for nonlocal and fractional models. Acta Numer. 29 (2020)
Jieli Yin, Yali Fan, Tong Xia, Yong Li, Xiang Chen, Zhi Zhou, Xu Chen
Mobile App Usage Patterns Aware Smart Data Pricing. IEEE J. Sel. Areas Commun. 38 (4) (2020)
Deyin Liu, Xu Chen, Zhi Zhou, Qing Ling
HierTrain: Fast Hierarchical Edge AI Learning with Hybrid Parallelism in Mobile-Edge-Cloud Computing. CoRR (2020)
Zhi Zhou, Song Yang, Lingjun Pu, Shuai Yu
CEFL: Online Admission Control, Data Scheduling, and Accuracy Tuning for Cost-Efficient Federated Learning Across Edge Nodes. IEEE Internet Things J. 7 (10) (2020)
Qiang Du, Jiang Yang, Zhi Zhou
Time-Fractional Allen-Cahn Equations: Analysis and Numerical Methods. J. Sci. Comput. 85 (2) (2020)

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Publication Activity (10 Years)

Top Topics

Top Venues

Zhi Zhou