Anomaly Detection for Scalable Task Grouping in Reinforcement Learning-based RAN Optimization

no code implementations • 6 Dec 2023 • Jimmy Li, Igor Kozlov, Di wu, Xue Liu, Gregory Dudek

This coincides with a rapid increase in the number of cell sites worldwide, driven largely by dramatic growth in cellular network traffic.

Anomaly Detection

Self-Supervised Transformer Architecture for Change Detection in Radio Access Networks

no code implementations • 3 Feb 2023 • Igor Kozlov, Dmitriy Rivkin, Wei-Di Chang, Di wu, Xue Liu, Gregory Dudek

Such networks undergo frequent and often heterogeneous changes caused by network operators, who are seeking to tune their system parameters for optimal performance.

Change Detection Self-Supervised Learning