Tao Ren

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 22

Top Topics

Transform Coding

Multivariate Time Series

Reinforcement Learning

Resource Allocation

Top Venues

IEEE Internet Things J.

Publications

Yixuan Guan, Xuefeng Liu, Jianwei Niu, Tao Ren
FedTC: Enabling Communication-Efficient Federated Learning via Transform Coding. INFOCOM (2024)
Zheyuan Hu, Jianwei Niu, Tao Ren, Mohsen Guizani
Achieving Fast Environment Adaptation of DRL-Based Computation Offloading in Mobile Edge Computing. IEEE Trans. Mob. Comput. 23 (5) (2024)
Tao Ren, Zheyuan Hu, Jianwei Niu, Weikun Feng, Hang He
OFF: Module-Compositional Model-Free Computation Offloading in Multi-Environment MEC. INFOCOM (2024)
Shiwang Xing, Jianwei Niu, Haige Wang, Tao Ren, Meng Cui, Xiaoyan Shi
An enhanced data-driven framework for early kick detection based on imbalanced multivariate time series classification. Neural Comput. Appl. 35 (24) (2023)
Jin Wang, Anbang Zhai, Haiyun Zhang, Guodong Lu, Bing Han, Tao Ren, Kewen Zhang
Homogeneous weighted motion planning for cooperated manipulator systems under position-torque constrained processing Environment. Robotics Comput. Integr. Manuf. 80 (2023)
Yuliang Guo, Jianwei Niu, Renluan Hou, Tao Ren, Bing Han, Xiaolong Yu, Qun Ma
A novel start-up method of sensorless passive lead-through programming for industrial robots. Ind. Robot 50 (1) (2023)
Tao Ren, Zheyuan Hu, Hang He, Jianwei Niu, Xuefeng Liu
FEAT: Towards Fast Environment-Adaptive Task Offloading and Power Allocation in MEC. INFOCOM (2023)
Yixuan Guan, Xuefeng Liu, Tao Ren, Jianwei Niu
Enabling Communication-Efficient Federated Learning via Distributed Compressed Sensing. INFOCOM (2023)
Yuan Qiu, Jianwei Niu, Yiming Yao, Yuxuan Zhao, Tao Ren, Xinzhong Zhu, Kuntuo Zhu
Joint Optimization of System Bandwidth and Transmitting Power in Space-Air-Ground Integrated Mobile Edge Computing. ICA3PP (6) (2023)
Zheyuan Hu, Jianwei Niu, Tao Ren
TransOff: Towards Fast Transferable Computation Offloading in MEC via Embedded Reinforcement Learning. ICDCS (2023)
Shiwang Xing, Jianwei Niu, Tao Ren
GCFormer: Granger Causality based Attention Mechanism for Multivariate Time Series Anomaly Detection. ICDM (2023)
Yuan Qiu, Jianwei Niu, Xinzhong Zhu, Kuntuo Zhu, Yiming Yao, Beibei Ren, Tao Ren
Mobile Edge Computing in Space-Air-Ground Integrated Networks: Architectures, Key Technologies and Challenges. J. Sens. Actuator Networks 11 (4) (2022)
Tao Ren, Jianwei Niu, Yuan Qiu
Enhancing generalization of computation offloading policies in novel mobile edge computing environments by exploiting experience utility. J. Syst. Archit. 125 (2022)
Xinghao Wu, Jianwei Niu, Xuefeng Liu, Tao Ren, Zhangmin Huang, Zhetao Li
pFedGF: Enabling Personalized Federated Learning via Gradient Fusion. IPDPS (2022)
Yiming Yao, Tao Ren, Meng Cui, Dong Liu, Jianwei Niu
Meta-MADDPG: Achieving Transfer-Enhanced MEC Scheduling via Meta Reinforcement Learning. WASA (3) (2022)
Bin Dai, Jianwei Niu, Tao Ren, Mohammed Atiquzzaman
Toward Mobility-Aware Computation Offloading and Resource Allocation in End-Edge-Cloud Orchestrated Computing. IEEE Internet Things J. 9 (19) (2022)
Zheyuan Hu, Jianwei Niu, Tao Ren, Bin Dai, Qingfeng Li, Mingliang Xu, Sajal K. Das
An Efficient Online Computation Offloading Approach for Large-Scale Mobile Edge Computing via Deep Reinforcement Learning. IEEE Trans. Serv. Comput. 15 (2) (2022)
Renluan Hou, Jianwei Niu, Yuliang Guo, Tao Ren, Bing Han, Xiaolong Yu, Qun Ma, Jin Wang, Renjie Qi
Multi-objective optimal trajectory planning of customized industrial robot based on reliable dynamic identification for improving control accuracy. Ind. Robot 49 (6) (2022)
Tao Ren, Jianwei Niu, Bin Dai, Xuefeng Liu, Zheyuan Hu, Mingliang Xu, Mohsen Guizani
Enabling Efficient Scheduling in Large-Scale UAV-Assisted Mobile-Edge Computing via Hierarchical Reinforcement Learning. IEEE Internet Things J. 9 (10) (2022)
Shucheng Hu, Tao Ren, Jianwei Niu, Zheyuan Hu, Guoliang Xing
Distributed Task Offloading based on Multi-Agent Deep Reinforcement Learning. MSN (2021)
Hang He, Tao Ren, Yuan Qiu, Zheyuan Hu, Yanqi Li
Multi-agent Computation Offloading in UAV Assisted MEC via Deep Reinforcement Learning. SmartCom (2021)
Yiming Yao, Tao Ren, Yuan Qiu, Zheyuan Hu, Yanqi Li
Computation Offloading and Resource Allocation Based on Multi-agent Federated Learning. SmartCom (2021)