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Learning-Based Query Scheduling and Resource Allocation for Low-Latency Mobile Edge Video Analytics
Jie Lin
,
Peng Yang
,
Wen Wu
,
Ning Zhang
,
Tao Han
,
Li Yu
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DOI
Deep Reinforcement Learning for End-to-End Network Slicing: Challenges and Solutions
5G and beyond is expected to enable various emerging use cases with diverse performance requirements from vertical industries. To serve …
Qiang Liu
,
Nakjung Choi
,
Tao Han
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Towards Secure and Intelligent Network Slicing for 5G Networks
Network slicing is one of the emerging technologies allowing resource sharing among different network entities in 5G networks. It …
Fatima Salahdine
,
Qiang Liu
,
Tao Han
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DOI
FedSTN: Graph Representation Driven Federated Learning for Edge Computing Enabled Urban Traffic Flow Prediction
Predicting traffic flow plays an important role in reducing traffic congestion and improving transportation efficiency for smart …
Xiaoming Yuan
,
Jiahui Chen
,
Jiayu Yang
,
Ning Zhang
,
Tingting Yang
,
Tao Han
,
Amir Taherkordi
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DOI
Towards Revenue-Driven Multi-User Online Task Offloading in Edge Computing
Zhi Ma
,
Sheng Zhang
,
Zhiqi Chen
,
Tao Han
,
Zhuzhong Qian
,
Mingjun Xiao
,
Ning Chen
,
Jie Wu
,
Sanglu Lu
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A survey on sleep mode techniques for ultra-dense networks in 5G and beyond
The proliferation of mobile users with an attendant rise in energy consumption mainly at the base station has requested new ways of …
Fatima Salahdine
,
Johnson Opadere
,
Qiang Liu
,
Tao Han
,
Ning Zhang
,
Shaohua Wu
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DOI
MutualNet: Adaptive ConvNet via Mutual Learning from Different Model Configurations
Most existing deep neural networks are static, which means they can only do inference at a fixed complexity. But the resource budget …
Taojiannan Yang
,
Sijie Zhu
,
Matias Mendieta
,
Pu Wang
,
Ravikumar Balakrishnan
,
Minwoo Lee
,
Tao Han
,
Mubarak Shah
,
Chen Chen
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Learning-Assisted Secure End-to-End Network Slicing for Cyber-Physical Systems
Qiang Liu
,
Tao Han
,
Nirwan Ansari
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DOI
FedVision: Federated Video Analytics With Edge Computing
Yang Deng
,
Tao Han
,
Nirwan Ansari
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Finite Control Set Model Predictive Control with Secondary Problem Formulation for Power Loss and Thermal Stress Reductions
Luocheng Wang
,
Jiangbiao He
,
Tao Han
,
Tiefu Zhao
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