distributed learning 1energy efficiency 1lorawan 1multi-armed bandit 1resource allocation 1schwarz information criterion 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.DC2026
Design and Implementation of Schwarz Information Criterion-Aided Intelligent Decentralized Resource Allocation in Dynamic LoRa Networks
Aohan Li, Ryota Ariyoshi, Mikio Hasegawa +3
This paper proposes a lightweight distributed learning method for selecting transmission parameters in Long-Range (LoRa) networks that adapts to dynamically changing communication…
cs.NI2026
Schwarz Information Criterion Aided MAB for Resource Allocation in Dynamic LoRa System
Ryotai Ariyoshi, Aohan Li, Mikio Hasegawa +3
The paper introduces a lightweight distributed learning approach that combines UCB1‑tuned multi‑armed bandit selection with the Schwarz Information Criterion to quickly adapt LoRa…