KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks

Benchmark Model Rank Results
anomaly-detection-on-ucr-anomaly-archiveKAN-AD#13AUC ROC: 0.8188 ±0.0041
anomaly-detection-on-ucr-anomaly-archiveSubLOF#14AUC ROC: 0.8001
anomaly-detection-on-ucr-anomaly-archiveKAN#15AUC ROC: 0.7489
anomaly-detection-on-ucr-anomaly-archiveFCVAE#16AUC ROC: 0.7145
anomaly-detection-on-ucr-anomaly-archiveSAND#17AUC ROC: 0.6550
anomaly-detection-on-ucr-anomaly-archiveLSTMAD#18AUC ROC: 0.6432
anomaly-detection-on-ucr-anomaly-archiveFITS#19AUC ROC: 0.5969
anomaly-detection-on-ucr-anomaly-archiveOFA#20AUC ROC: 0.5699
anomaly-detection-on-ucr-anomaly-archiveAT#21AUC ROC: 0.5458
anomaly-detection-on-ucr-anomaly-archiveSRCNN#22AUC ROC: 0.5109
anomaly-detection-on-ucr-anomaly-archiveTranAD#23AUC ROC: 0.4599
anomaly-detection-on-ucr-anomaly-archiveTimesNet#24AUC ROC: 0.4536