AnomalyGen: Enhancing Log-Based Anomaly Detection with Code-Guided Data Augmentation

Xinyu Li, Yintong Huo, Chenxi Mao +4

Log-based anomaly detection is fundamentally constrained by training data sparsity. Our empirical study reveals that public benchmark datasets cover less than 10% of source code lo…