LogSD: Detecting Anomalies from System Logs through Self-supervised Learning and Frequency-based Masking

Yongzheng Xie, Hongyu Zhang, Muhammad Ali Babar

Log analysis is one of the main techniques that engineers use for troubleshooting large-scale software systems. Over the years, many supervised, semi-supervised, and unsupervised l…