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

Quan Zhou; Changhua Pei; Fei Sun; Han Jing; Zhengwei Gao; Haiming Zhang; Gaogang Xie; Dan Pei; Jianhui Li

2025 ICML ICML 2025

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

Abstract

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Authors

Quan Zhou, Changhua Pei, Fei Sun, Han Jing, Zhengwei Gao, Haiming Zhang, Gaogang Xie, Dan Pei, Jianhui Li

Topics

Machine Learning > Core Methods > Classification Machine Learning > Application Areas > Domain Adaptation Data Science & Analytics > Methods > Time Series Analysis

Keywords

time series anomaly detection local smoothness trainable parameter global pattern kolmogorov–arnold networks truncated fourier expansions

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