Reinforcement Learning Based Energy-Efficient Collaborative Inference for Mobile Edge Computing

Lead federated neuromorphic learning for wireless edge artificial intelligence

(2022) Helin Yang et al.   Nature Communications

Multi-Agent DRL-Based Hungarian Algorithm (MADRLHA) for Task Offloading in Multi-Access Edge Computing Internet of Vehicles (IoVs)

(2022) Md. Zahangir Alam et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Communication-Computation Trade-off in Resource-Constrained Edge Inference

(2021) Jiawei Shao et al.   IEEE COMMUNICATIONS MAGAZINE

Multi-Cell Mobile Edge Computing: Joint Service Migration and Resource Allocation

(2021) Zezu Liang et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

HiveMind: Towards Cellular Native Machine Learning Model Splitting

(2021) Song Wang et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

DDPQN: An Efficient DNN Offloading Strategy in Local-Edge-Cloud Collaborative Environments

(2021) Min Xue et al.   IEEE Transactions on Services Computing

Cooperative Task Offloading and Block Mining in Blockchain-Based Edge Computing With Multi-Agent Deep Reinforcement Learning

(2021) Dinh C. Nguyen et al.   IEEE TRANSACTIONS ON MOBILE COMPUTING

Edge-Assisted Distributed DNN Collaborative Computing Approach for Mobile Web Augmented Reality in 5G Networks

(2020) Pei Ren et al.   IEEE NETWORK

Optimization for Reinforcement Learning: From a single agent to cooperative agents

(2020) Donghwan Lee et al.   IEEE SIGNAL PROCESSING MAGAZINE

Computation Offloading Scheduling for Periodic Tasks in Mobile Edge Computing

(2020) Sladana Josilo et al.   IEEE-ACM TRANSACTIONS ON NETWORKING

Resource Allocation Based on Deep Reinforcement Learning in IoT Edge Computing

(2020) Xiong Xiong et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Offloading and Resource Allocation With General Task Graph in Mobile Edge Computing: A Deep Reinforcement Learning Approach

(2020) Jia Yan et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Service Placement and Request Routing in MEC Networks With Storage, Computation, and Communication Constraints

(2020) Konstantinos Poularakis et al.   IEEE-ACM TRANSACTIONS ON NETWORKING

Reinforcement Learning-Based Mobile Offloading for Edge Computing Against Jamming and Interference

(2020) Liang Xiao et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Multi-Agent Reinforcement Learning Based Resource Management in MEC- and UAV-Assisted Vehicular Networks

(2020) Haixia Peng et al.   IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS

Mean-Field-Type Game-Based Computation Offloading in Multi-Access Edge Computing Networks

(2020) Reginald A. Banez et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Deep Reinforcement Learning-Based Intelligent Reflecting Surface for Secure Wireless Communications

(2020) Helin Yang et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Accuracy-Guaranteed Collaborative DNN Inference in Industrial IoT via Deep Reinforcement Learning

(2020) Wen Wu et al.   IEEE Transactions on Industrial Informatics

Device vs Edge Computing for Mobile Services: Delay-Aware Decision Making to Minimize Power Consumption

(2020) Meysam Masoudi et al.   IEEE TRANSACTIONS ON MOBILE COMPUTING

Deep Learning With Edge Computing: A Review

(2019) Jiasi Chen et al.   PROCEEDINGS OF THE IEEE

Edge Intelligence: Paving the Last Mile of Artificial Intelligence With Edge Computing

(2019) Zhi Zhou et al.   PROCEEDINGS OF THE IEEE

Efficient Resource Allocation for Mobile-Edge Computing Networks With NOMA: Completion Time and Energy Minimization

(2019) Zhaohui Yang et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Mobile Edge Intelligence and Computing for the Internet of Vehicles

(2019) Jun Zhang et al.   PROCEEDINGS OF THE IEEE

Augur: Modeling the Resource Requirements of ConvNets on Mobile Devices

(2019) Zongqing Lu et al.   IEEE TRANSACTIONS ON MOBILE COMPUTING

DeepThings: Distributed Adaptive Deep Learning Inference on Resource-Constrained IoT Edge Clusters

(2018) Zhuoran Zhao et al.   IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS

Energy-Efficient Resource Allocation for Mobile-Edge Computation Offloading

(2017) Changsheng You et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Deep learning

(2015) Yann LeCun et al.   NATURE