GP-NFSP: Decentralized task offloading for mobile edge computing with independent reinforcement learning

Jiaxin Hou, Meng Chen, Haijun Geng, Rongzhen Li, Jianyuan Lu

Abstract: Highlights•Apply the Neural Fictitious Self-Play to task offloading in Mobile Edge Computing.•Deal with the non-stationarity and partial-observability issues.•Modify the original NFSP through adopting PPO and GRU.•Extensive experiment where D3QN, PPO, and GRU enhanced PPO are compared.