Dynamic and intelligent edge server placement based on deep reinforcement learning in mobile edge computing

Diagnosing Non-Intermittent Anomalies in Reinforcement Learning Policy Executions (Short Paper)

arXiv (Cornell University) · 2017 · 11.2K citations · Full text

A Closer Look at Invalid Action Masking in Policy Gradient Algorithms

Shengyi Huang, Santiago Ontañón · Proceedings of the ... International Florida Artificial Intelligence Research Society Conference · 2022 · 334 citations · Full text

Artificial Intelligence, Policy Gradient Algorithms, Engineering +21

Deep Reinforcement Learning for Energy-Efficient Computation Offloading in Mobile-Edge Computing

Huan Zhou, Kai Jiang, Xuxun Liu et al. · IEEE Internet of Things Journal · 2021 · 311 citations

Engineering, Dynamic Resource Allocation, Mobile-edge Computing +17

Knowledge-Driven Service Offloading Decision for Vehicular Edge Computing: A Deep Reinforcement Learning Approach

Qi Qi, Jingyu Wang, Zhanyu Ma et al. · IEEE Transactions on Vehicular Technology · 2019 · 267 citations

Mobile Data Offloading, Knowledge Driven, Engineering +12

Dynamic Computation Offloading and Server Deployment for UAV-Enabled Multi-Access Edge Computing

Zhaolong Ning, Yuxuan Yang, Xiaojie Wang et al. · IEEE Transactions on Mobile Computing · 2021 · 193 citations

Mobile Data Offloading, Engineering, Edge Device +14