A Deep RL Approach on Task Placement and Scaling of Edge Resources for Cellular Vehicle-to-Network Service Provisioning

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A Deep RL Approach on Task Placement and Scaling of Edge Resources for Cellular Vehicle-to-Network Service Provisioning

16 May 2023

Cyril Shih-Huan Hsu

Jorge Martín-Pérez

D. D. Vleeschauwer

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Papers citing "A Deep RL Approach on Task Placement and Scaling of Edge Resources for Cellular Vehicle-to-Network Service Provisioning"

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Title
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Haotian Gao Renhe Jiang Zheng Dong Jinliang Deng Yuxin Ma Xuan Song AI4TS 90 19 0 01 Dec 2023
V2N Service Scaling with Deep Reinforcement Learning Cyril Shih-Huan Hsu Jorge Martín-Pérez Chrysa Papagianni Paola Grosso OffRL 21 2 0 30 Jan 2023
$π$ -ROAD: a Learn-as-You-Go Framework for On-Demand Emergency Slices in V2X Scenarios Armin Okic Lanfranco Zanzi Vincenzo Sciancalepore A. Redondi X. Costa 51 21 0 11 Dec 2020
Decentralized Computation Offloading for Multi-User Mobile Edge Computing: A Deep Reinforcement Learning Approach Zhao Chen Xiaodong Wang 57 154 0 16 Dec 2018
Deep Reinforcement Learning for Resource Management in Network Slicing Rongpeng Li Zhifeng Zhao Qi Sun C. I Chenyang Yang Xianfu Chen Minjian Zhao Honggang Zhang 42 270 0 17 May 2018
Addressing Function Approximation Error in Actor-Critic Methods Scott Fujimoto H. V. Hoof David Meger OffRL 180 5,204 0 26 Feb 2018
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs) Djork-Arné Clevert Thomas Unterthiner Sepp Hochreiter 300 5,532 0 23 Nov 2015
Continuous control with deep reinforcement learning Timothy Lillicrap Jonathan J. Hunt Alexander Pritzel N. Heess Tom Erez Yuval Tassa David Silver Daan Wierstra 323 13,272 0 09 Sep 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,260 0 22 Dec 2014
Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller 127 12,261 0 19 Dec 2013