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CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching

16 October 2024

Papers citing "CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching"

50 / 52 papers shown

Title
$K^2$ VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting Xingjian Wu Xiangfei Qiu Hongfan Gao Jilin Hu Bin Yang Chenjuan Guo AI4TS 42 1 0 29 May 2025
Segregation and Context Aggregation Network for Real-time Cloud Segmentation Yijie Li Hewei Wang Jiayi Zhang Jinjiang You Jinfeng Xu Puzhen Wu Yunzhong Xiao Soumyabrata Dev 420 1 0 19 Apr 2025
SCORE: Story Coherence and Retrieval Enhancement for AI Narratives Qiang Yi Yangfan He Jing Wang Xinyuan Song Shiyao Qian ... Kuan Lu Menghao Huo Jiaqi Chen Tianyu Shi Tianyu Shi RALM 133 16 0 30 Mar 2025
Learning Generalizable Skills from Offline Multi-Task Data for Multi-Agent Cooperation Sicong Liu Yang Shu Chenjuan Guo Bin Yang OffRL 96 4 0 27 Mar 2025
Data Driven Decision Making with Time Series and Spatio-temporal Data Bin Yang Yuxuan Liang Chenjuan Guo Christian S. Jensen AI4TS 356 1 0 11 Mar 2025
CP2M: Clustered-Patch-Mixed Mosaic Augmentation for Aerial Image Segmentation Yijie Li Hewei Wang Jinfeng Xu Zixiao Ma Puzhen Wu Shaofan Wang Soumyabrata Dev 63 4 0 28 Jan 2025
DDUNet: Dual Dynamic U-Net for Highly-Efficient Cloud Segmentation Yijie Li Hewei Wang Jinfeng Xu Puzhen Wu Yunzhong Xiao Shaofan Wang Soumyabrata Dev 73 6 0 28 Jan 2025
CPDR: Towards Highly-Efficient Salient Object Detection via Crossed Post-decoder Refinement Yijie Li Hewei Wang Aggelos Katsaggelos 86 4 0 11 Jan 2025
Enhancing Code LLMs with Reinforcement Learning in Code Generation: A Survey Junqiao Wang Zeng Zhang Yangfan He Yuyang Song Tianyu Shi ... Tang Jingqun Guangwu Qian Keqin Li Qiuwu Chen Lewei He 114 21 0 29 Dec 2024
EasyTime: Time Series Forecasting Made Easy Xiangfei Qiu Xiuwen Li Ruiyang Pang Zhicheng Pan Xiaojun Wu ... Chengcheng Yang Chenjuan Guo Aoying Zhou Christian S. Jensen Bin Yang AI4TS 112 16 0 23 Dec 2024
Prompt Categories Cluster for Weakly Supervised Semantic Segmentation Wangyu Wu Xianglin Qiu Siqi Song Xiaowei Huang Fei Ma Jimin Xiao VLM 190 6 0 18 Dec 2024
Fully Automated Correlated Time Series Forecasting in Minutes Xinle Wu Xingjian Wu Dalin Zhang Miao Zhang Chenjuan Guo Bin Yang Christian S. Jensen AI4TS 83 6 0 06 Nov 2024
MultiRC: Joint Learning for Time Series Anomaly Prediction and Detection with Multi-scale Reconstructive Contrast Shiyan Hu Kai Zhao Xiangfei Qiu Yang Shu Jilin Hu Bin Yang Chenjuan Guo AI4TS 89 7 0 21 Oct 2024
DiffImp: Efficient Diffusion Model for Probabilistic Time Series Imputation with Bidirectional Mamba Backbone Hongfan Gao Wangmeng Shen Xiangfei Qiu Ronghui Xu Jilin Hu Bin Yang 124 6 0 17 Oct 2024
TSFM-Bench: A Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting Zhe Li Xiangfei Qiu Peng Chen Yihang Wang Hanyin Cheng ... Jiaxi Hu Chenjuan Guo Aoying Zhou Qingsong Wen Christian S. Jensen AI4TS 134 9 0 15 Oct 2024
Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly Detection Yuanyi Wang Haifeng Sun Chengsen Wang Mengde Zhu Jingyu Wang Wei Tang Q. Qi Zirui Zhuang Jianxin Liao AI4TS 70 3 0 11 Oct 2024
Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective Chengsen Wang Qi Qi Jingyu Wang Haifeng Sun Zirui Zhuang Jinming Wu Jianxin Liao AI4TS 54 12 0 27 Sep 2024
Fredformer: Frequency Debiased Transformer for Time Series Forecasting Xihao Piao Zheng Chen Taichi Murayama Yasuko Matsubara Yasushi Sakurai AI4TS 75 25 0 13 Jun 2024
Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality Tri Dao Albert Gu Mamba 116 535 0 31 May 2024
Hierarchical Classification Auxiliary Network for Time Series Forecasting Yanru Sun Zongxia Xie Dongyue Chen Emadeldeen Eldele Qinghua Hu AI4TS 85 4 0 29 May 2024
ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency Learning Yihang Wang Yuying Qiu Peng Chen Kai Zhao Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS AI4CE 90 11 0 24 May 2024
Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders Qichao Shentu Beibu Li Kai Zhao Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS 99 6 0 24 May 2024
SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters Shengsheng Lin Weiwei Lin Wentai Wu Haojun Chen Junjie Yang 81 51 0 02 May 2024
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods Xiangfei Qiu Jilin Hu Lekui Zhou Xingjian Wu Junyang Du ... Chenjuan Guo Aoying Zhou Christian S. Jensen Zhenli Sheng Bin Yang AI4TS 112 84 0 29 Mar 2024
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning Peiyuan Liu Hang Guo Tao Dai Naiqi Li Jigang Bao Xudong Ren Yong Jiang Shu-Tao Xia AI4TS 147 31 0 12 Mar 2024
ICHPro: Intracerebral Hemorrhage Prognosis Classification Via Joint-attention Fusion-based 3d Cross-modal Network Xinlei Yu Xinyang Li Ruiquan Ge Shibin Wu Ahmed Elazab ... Lingyan Zhang Gangyong Jia Taosheng Xu Xiang Wan Changmiao Wang 57 8 0 17 Feb 2024
Mamba: Linear-Time Sequence Modeling with Selective State Spaces Albert Gu Tri Dao Mamba 150 2,786 0 01 Dec 2023
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting Yong Liu Tengge Hu Haoran Zhang Haixu Wu Shiyu Wang Lintao Ma Mingsheng Long AI4TS 122 548 0 10 Oct 2023
DSformer: A Double Sampling Transformer for Multivariate Time Series Long-term Prediction Chengqing Yu Fei Wang Zezhi Shao Tao Sun Lin Wu Yongjun Xu AI4TS 68 87 0 07 Aug 2023
DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection Yiyuan Yang Chaoli Zhang Tian Zhou Qingsong Wen Liang Sun AI4TS 167 130 0 17 Jun 2023
The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting Lu Han Han-Jia Ye De-Chuan Zhan AI4TS 92 100 0 11 Apr 2023
SGDP: A Stream-Graph Neural Network Based Data Prefetcher Yiyuan Yang Rongshang Li Qiquan Shi Xijun Li Gang Hu Xing Li Mingxuan Yuan AI4TS 57 5 0 07 Apr 2023
LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version David Campos Miao Zhang B. Yang Tung Kieu Chenjuan Guo Christian S. Jensen AI4TS 99 54 0 24 Feb 2023
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation Kun Yi Qi Zhang LongBing Cao Shoujin Wang Guodong Long Liang Hu Hui He ZhenDong Niu Wei Fan Hui Xiong AI4TS 142 25 0 04 Feb 2023
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Yuqi Nie Nam H. Nguyen Phanwadee Sinthong Jayant Kalagnanam AIFin AI4TS 95 1,409 0 27 Nov 2022
TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency Analysis Chaoli Zhang Tian Zhou Qingsong Wen Liang Sun AI4TS 72 69 0 18 Oct 2022
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 148 817 0 05 Oct 2022
Local Evaluation of Time Series Anomaly Detection Algorithms Alexis Huet J. M. Navarro Dario Rossi AI4TS 84 71 0 27 Jun 2022
Are Transformers Effective for Time Series Forecasting? Ailing Zeng Mu-Hwa Chen L. Zhang Qiang Xu AI4TS 154 1,779 0 26 May 2022
Anti-Oversmoothing in Deep Vision Transformers via the Fourier Domain Analysis: From Theory to Practice Peihao Wang Wenqing Zheng Tianlong Chen Zhangyang Wang ViT 76 141 0 09 Mar 2022
How Do Vision Transformers Work? Namuk Park Songkuk Kim ViT 90 484 0 14 Feb 2022
Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy Jiehui Xu Haixu Wu Jianmin Wang Mingsheng Long AI4TS 93 504 0 06 Oct 2021
Unsupervised Path Representation Learning with Curriculum Negative Sampling Sean Bin Yang Chenjuan Guo Jilin Hu Jiangtao Tang Bin Yang SSL 56 52 0 17 Jun 2021
Graph Neural Network-Based Anomaly Detection in Multivariate Time Series Ailin Deng Bryan Hooi AI4TS 81 881 0 13 Jun 2021
Multivariate Time-series Anomaly Detection via Graph Attention Network Hang Zhao Yujing Wang Juanyong Duan Congrui Huang Defu Cao Yunhai Tong Bixiong Xu Jing Bai Jie Tong Qi Zhang AI4TS 63 438 0 04 Sep 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 553 42,639 0 03 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 216 12,136 0 13 Nov 2019
Time-Series Anomaly Detection Service at Microsoft Hansheng Ren Bixiong Xu Yujing Wang Chao Yi Congrui Huang Xiaoyu Kou Tony Xing Mao Yang Jie Tong Qi Zhang AI4TS 59 502 0 10 Jun 2019
Precision and Recall for Time Series Nesime Tatbul T. Lee S. Zdonik Mejbah Alam Justin Emile Gottschlich AI4TS 55 154 0 08 Mar 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 803 132,454 0 12 Jun 2017