Title
LPCVAE: A Conditional VAE with Long-Term Dependency and Probabilistic Time-Frequency Fusion for Time Series Anomaly Detection Hanchang Cheng Weimin Mu Fan Liu Weilin Zhu Can Ma AI4TS 28 0 0 13 Oct 2025
ViTs: Teaching Machines to See Time Series Anomalies Like Human Experts Zexin Wang Changhua Pei Yang Liu Hengyue Jiang Quan Zhou ... Hang Cui Jianhui Li Gaogang Xie Jingjing Li Dan Pei AI4TS VLM 98 0 0 06 Oct 2025
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Energy-Aware Pattern Disentanglement: A Generalizable Pattern Assisted Architecture for Multi-task Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 360 0 0 19 Apr 2025
A Split-Window Transformer for Multi-Model Sequence Spammer Detection using Multi-Model Variational Autoencoder Zhou Yang Yucai Pang Hongbo Yin Yunpeng Xiao ViT 254 0 0 23 Feb 2025
Learning Latent Spaces for Domain Generalization in Time Series Forecasting Songgaojun Deng Maarten de Rijke CML AI4TS OOD BDL 274 0 0 15 Dec 2024
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Quan Zhou Changhua Pei Fei Sun Jing Han Zhengwei Gao Dan Pei Haiming Zhang Gaogang Xie Jianhui Li AI4TS 570 12 0 01 Nov 2024
TimeSeriesBench: An Industrial-Grade Benchmark for Time Series Anomaly Detection Models Haotian Si Changhua Pei Hang Cui Jingwen Yang Yongqian Sun ... Haiming Zhang Jing Han Dan Pei Jianhui Li Gaogang Xie AI4TS 295 22 0 16 Feb 2024
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation Kun Yi Tao Gui LongBing Cao Shoujin Wang Guodong Long Liang Hu Hui He ZhenDong Niu Wei Fan Hui Xiong AI4TS 526 45 0 04 Feb 2023