TSLANet: Rethinking Transformers for Time Series Representation Learning

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TSLANet: Rethinking Transformers for Time Series Representation Learning

12 April 2024

Emadeldeen Eldele

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Papers citing "TSLANet: Rethinking Transformers for Time Series Representation Learning"

16 / 16 papers shown

Title
FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting Yuanbo Wang Yang Liu Xiaoyi Duan Kai Wang AI4TS 77 1 0 07 May 2025
nanoML for Human Activity Recognition Alan T. L. Bacellar Mugdha P. Jadhao Shashank Nag P. Lima F. M. G. França L. John BDL 58 0 0 13 Feb 2025
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting Yong Liu Tengge Hu Haoran Zhang Haixu Wu Shiyu Wang Lintao Ma Mingsheng Long AI4TS 78 528 0 10 Oct 2023
Time-LLM: Time Series Forecasting by Reprogramming Large Language Models Ming Jin Shiyu Wang Lintao Ma Zhixuan Chu James Y. Zhang ... Pin-Yu Chen Yuxuan Liang Yuan-Fang Li Shirui Pan Qingsong Wen AI4TS 105 409 0 03 Oct 2023
WFTNet: Exploiting Global and Local Periodicity in Long-term Time Series Forecasting Peiyuan Liu Beiliang Wu Naiqi Li Tao Dai Fengmao Lei Jigang Bao Yong Jiang Shutao Xia AI4TS 63 5 0 20 Sep 2023
MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time Series Qianwen Meng Hangwei Qian Yong Liu Li-zhen Cui Yonghui Xu Zhiqi Shen AI4TS 55 35 0 02 Dec 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 137 792 0 05 Oct 2022
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures Tianze Zhang Yizhuo Zhang Wei Cao Jiang Bian Xiaohan Yi Shun Zheng Jian Li BDL AI4TS 140 166 0 04 Jul 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 72 122 0 08 Feb 2022
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting Tian Zhou Ziqing Ma Qingsong Wen Xue Wang Liang Sun Rong Jin AI4TS 246 1,410 0 30 Jan 2022
UniFormer: Unified Transformer for Efficient Spatiotemporal Representation Learning Kunchang Li Yali Wang Peng Gao Guanglu Song Yu Liu Hongsheng Li Yu Qiao ViT 123 249 0 12 Jan 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 467 7,757 0 11 Nov 2021
Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy Jiehui Xu Haixu Wu Jianmin Wang Mingsheng Long AI4TS 80 499 0 06 Oct 2021
CvT: Introducing Convolutions to Vision Transformers Haiping Wu Bin Xiao Noel Codella Mengchen Liu Xiyang Dai Lu Yuan Lei Zhang ViT 152 1,910 0 29 Mar 2021
ConViT: Improving Vision Transformers with Soft Convolutional Inductive Biases Stéphane dÁscoli Hugo Touvron Matthew L. Leavitt Ari S. Morcos Giulio Biroli Levent Sagun ViT 129 827 0 19 Mar 2021
Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting Shiyang Li Xiaoyong Jin Yao Xuan Xiyou Zhou Wenhu Chen Yu Wang Xifeng Yan AI4TS 107 1,420 0 29 Jun 2019