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KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks
1 November 2024
Quan Zhou
Changhua Pei
Fei Sun
Jing Han
Zhengwei Gao
Dan Pei
Haiming Zhang
Gaogang Xie
Jianhui Li
AI4TS
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Papers citing
"KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks"
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Title
Agentic AI for autonomous anomaly management in complex systems
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DMF2Mel: A Dynamic Multiscale Fusion Network for EEG-Driven Mel Spectrogram Reconstruction
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Jingjing Zhang
Enrui Liu
Xinhui Li
Minggang Zhao
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10 Jul 2025
Exploring Adversarial Transferability between Kolmogorov-arnold Networks
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Xinquan Yue
Yueming Lyu
Caifeng Shan
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08 Mar 2025
Low Tensor-Rank Adaptation of Kolmogorov--Arnold Networks
Yihang Gao
Michael K. Ng
Vincent Y. F. Tan
288
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17 Feb 2025
MatrixKAN: Parallelized Kolmogorov-Arnold Network
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Lizhong Chen
188
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11 Feb 2025
KAN 2.0: Kolmogorov-Arnold Networks Meet Science
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Pingchuan Ma
Yixuan Wang
Wojciech Matusik
Max Tegmark
180
113
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19 Aug 2024
KAN or MLP: A Fairer Comparison
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Weihao Yu
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184
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23 Jul 2024
A Comprehensive Survey on Kolmogorov Arnold Networks (KAN)
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238
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13 Jul 2024
Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective
Zexin Wang
Changhua Pei
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Xin Wang
Zhihan Li
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Dongmei Zhang
Qingwei Lin
Haiming Zhang
Jianhui Li
Gaogang Xie
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156
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05 Feb 2024
Unraveling the "Anomaly" in Time Series Anomaly Detection: A Self-supervised Tri-domain Solution
Yuting Sun
Guansong Pang
Guanhua Ye
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Xia Hu
Hongzhi Yin
178
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19 Nov 2023
FITS: Modeling Time Series with
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161
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06 Jul 2023
One Fits All:Power General Time Series Analysis by Pretrained LM
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AI4TS
284
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23 Feb 2023
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis
Haixu Wu
Teng Hu
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Jianmin Wang
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261
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05 Oct 2022
Local Evaluation of Time Series Anomaly Detection Algorithms
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J. M. Navarro
Dario Rossi
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154
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Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy
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Haixu Wu
Jianmin Wang
Mingsheng Long
AI4TS
295
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06 Oct 2021
Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress
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Eamonn J. Keogh
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215
227
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29 Sep 2020
Time-Series Anomaly Detection Service at Microsoft
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Bixiong Xu
Yujing Wang
Chao Yi
Congrui Huang
Xiaoyu Kou
Tony Xing
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Jie Tong
Tao Gui
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142
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10 Jun 2019
MAD-GAN: Multivariate Anomaly Detection for Time Series Data with Generative Adversarial Networks
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Dacheng Chen
Lei Shi
Baihong Jin
Jonathan Goh
See-Kiong Ng
133
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15 Jan 2019
Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding
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Christopher Laporte
Ian Colwell
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274
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13 Feb 2018
Unsupervised Anomaly Detection via Variational Auto-Encoder for Seasonal KPIs in Web Applications
Haowen Xu
Wenxiao Chen
Nengwen Zhao
Zeyan Li
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Honglin Qiao
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12 Feb 2018
LSTM-based Encoder-Decoder for Multi-sensor Anomaly Detection
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