Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting

24 June 2021

Papers citing "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting"

50 / 701 papers shown

Title
SWIFT: Mapping Sub-series with Wavelet Decomposition Improves Time Series Forecasting Wenxuan Xie Fanpu Cao AI4TS 48 1 0 28 Jan 2025
Noise-Resilient Point-wise Anomaly Detection in Time Series Using Weak Segment Labels Yaxuan Wang Hao Cheng Jing Xiong Qingsong Wen Han Jia Ruixuan Song Li Zhang Zhaowei Zhu Yang Liu AI4TS 58 1 0 21 Jan 2025
Neural equilibria for long-term prediction of nonlinear conservation laws Jose Antonio Lara Benitez Junyi Guo Kareem Hegazy Ivan Dokmanić Michael W. Mahoney Maarten V. de Hoop 38 0 0 12 Jan 2025
Using Pre-trained LLMs for Multivariate Time Series Forecasting Malcolm Wolff Shenghao Yang Kari Torkkola Michael W. Mahoney AI4TS AIFin 46 1 0 10 Jan 2025
AdaPRL: Adaptive Pairwise Regression Learning with Uncertainty Estimation for Universal Regression Tasks Fuhang Liang Rucong Xu Deng Lin OOD 35 0 0 10 Jan 2025
Progressive Supervision via Label Decomposition: An Long-Term and Large-Scale Wireless Traffic Forecasting Method Daojun Liang Haixia Zhang Dongfeng Yuan AI4TS 40 0 0 09 Jan 2025
Koopman Learning with Episodic Memory William T. Redman Dean Huang M. Fonoberova Igor Mezić 39 0 0 08 Jan 2025
DistPred: A Distribution-Free Probabilistic Inference Method for Regression and Forecasting Daojun Liang Haixia Zhang Dongfeng Yuan UQCV 77 0 0 08 Jan 2025
Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification Yunshi Wen Tengfei Ma Tsui-Wei Weng Lam M. Nguyen A. Julius AI4TS 39 1 0 08 Jan 2025
From Dense to Sparse: Event Response for Enhanced Residential Load Forecasting Xin Cao Qinghua Tao Yingjie Zhou Lu Zhang Le Zhang Dongjin Song Dapeng Oliver Wu Ce Zhu 40 0 0 06 Jan 2025
A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models Jingjing Xu Caesar Wu Yuan-Fang Li Grégoire Danoy Pascal Bouvry TPM AI4TS 45 0 0 03 Jan 2025
Approximation Rate of the Transformer Architecture for Sequence Modeling Hao Jiang Qianxiao Li 48 9 0 03 Jan 2025
TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis Sabera Talukder Yisong Yue Georgia Gkioxari AI4TS 48 12 0 03 Jan 2025
DRDM: A Disentangled Representations Diffusion Model for Synthesizing Realistic Person Images Enbo Huang Yuan Zhang Faliang Huang Guangyu Zhang Yong-Jin Liu DiffM 39 0 0 25 Dec 2024
Same Company, Same Signal: The Role of Identity in Earnings Call Transcripts Ding Yu Zhuo Liu Hangfeng He 37 0 0 23 Dec 2024
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Artyom Stitsyuk Jaesik Choi AI4TS 34 0 0 23 Dec 2024
Breaking the Context Bottleneck on Long Time Series Forecasting Chao Ma Yikai Hou Xiang Li Yinggang Sun Haining Yu Zhou Fang Jiaxing Qu AI4TS 72 0 0 21 Dec 2024
TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis Jiexi Liu Meng Cao Songcan Chen AI4TS 77 1 0 17 Dec 2024
A Comparative Study of Pruning Methods in Transformer-based Time Series Forecasting Nicholas Kiefer Arvid Weyrauch Muhammed Öz Achim Streit Markus Gotz Charlotte Debus AI4TS 69 0 0 17 Dec 2024
ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data Chengsen Wang Q. Qi Jingyu Wang Haifeng Sun Zirui Zhuang Jinming Wu Lei Zhang Jianxin Liao AI4TS 76 13 0 16 Dec 2024
Learning Latent Spaces for Domain Generalization in Time Series Forecasting Songgaojun Deng Maarten de Rijke CML AI4TS OOD BDL 70 0 0 15 Dec 2024
Regional Weather Variable Predictions by Machine Learning with Near-Surface Observational and Atmospheric Numerical Data Yihe Zhang Bryce Turney Purushottam Sigdel Xu Yuan Eric Rappin ... Lu Peng Sercan Aygün Yazhou Tu M. H. Najafi N. Tzeng 69 1 0 11 Dec 2024
Socially-Informed Reconstruction for Pedestrian Trajectory Forecasting Haleh Damirchi Ali Etemad Michael A. Greenspan 69 1 0 05 Dec 2024
UTSD: Unified Time Series Diffusion Model Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu 76 0 0 04 Dec 2024
FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency Domain Zhengnan Li Haoxuan Li Hao Wang Jun Fang Duoyin Li Yunxiao Qin AI4TS 180 0 0 02 Dec 2024
How Much Can Time-related Features Enhance Time Series Forecasting? Chaolv Zeng Yuan Tian Guanjie Zheng Yunjun Gao AI4TS 72 3 0 02 Dec 2024
DSSRNN: Decomposition-Enhanced State-Space Recurrent Neural Network for Time-Series Analysis Ahmad Mohammadshirazi Ali Nosratifiroozsalari R. Ramnath AI4TS 72 0 0 01 Dec 2024
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 64 0 0 01 Dec 2024
Act Now: A Novel Online Forecasting Framework for Large-Scale Streaming Data Daojun Liang Haixia Zhang Jing Wang Dongfeng Yuan Minggao Zhang AI4TS 86 0 0 28 Nov 2024
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Yuang Zhao Tianyu Li Jiadong Chen Shenrong Ye Fuxin Jiang Tieying Zhang Xiaofeng Gao AI4TS 171 0 0 26 Nov 2024
Tackling Data Heterogeneity in Federated Time Series Forecasting Wei Yuan Guanhua Ye Xiangyu Zhao Quoc Viet Hung Nguyen Yang Cao Hongzhi Yin AI4TS 77 0 0 24 Nov 2024
TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models Yufei Guo Mingyue Cheng Qingyang Mao Qi Liu F. Xu Xin Li LMTD AI4TS 81 1 0 24 Nov 2024
Generalized Prompt Tuning: Adapting Frozen Univariate Time Series Foundation Models for Multivariate Healthcare Time Series Mingzhu Liu Angela H. Chen George H. Chen AI4TS 72 0 0 19 Nov 2024
TSINR: Capturing Temporal Continuity via Implicit Neural Representations for Time Series Anomaly Detection Mengxuan Li Ke Liu Hongyang Chen Jiajun Bu Hongwei Wang Haishuai Wang AI4TS 96 1 0 18 Nov 2024
Knowledge-enhanced Transformer for Multivariate Long Sequence Time-series Forecasting Shubham Tanaji Kakde Rony Mitra Jasashwi Mandal Manoj Kumar Tiwari KELM AI4TS 30 0 0 17 Nov 2024
A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization Haoxin Liu Chenghao Liu B. Prakash AI4TS LRM 88 7 0 09 Nov 2024
Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis Qiang Wu Gechang Yao Zhixi Feng Shuyuan Yang AI4TS 23 1 0 07 Nov 2024
Series-to-Series Diffusion Bridge Model Hao Yang Zhanbo Feng Feng Zhou Robert C. Qiu Zenan Ling AI4TS DiffM 27 0 0 07 Nov 2024
Industrial Machines Health Prognosis using a Transformer-based Framework David J Poland Lemuel Puglisi D. Ravì 68 0 0 05 Nov 2024
Energy Price Modelling: A Comparative Evaluation of four Generations of Forecasting Methods Alexandru-Victor Andrei Georg Velev Filip-Mihai Toma Daniel Traian Pele Stefan Lessmann AI4TS 49 1 0 05 Nov 2024
A Mamba Foundation Model for Time Series Forecasting Haoyu Ma Yushu Chen Wenlai Zhao Jinzhe Yang Yingsheng Ji Xinghua Xu Xiaozhu Liu Hao Jing Shengzhuo Liu Guangwen Yang AI4TS Mamba 44 2 0 05 Nov 2024
ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer Jiawen Zhang Shun Zheng Xumeng Wen Xiaofang Zhou Jiang Bian Jiajun Li AI4TS 44 3 0 04 Nov 2024
FilterNet: Harnessing Frequency Filters for Time Series Forecasting Kun Yi Jingru Fei Qi Zhang Hui He Shufeng Hao Defu Lian Wei Fan AI4TS 46 10 0 03 Nov 2024
PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting Yanlong Wang J. Xu Fei Ma Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 45 1 0 03 Nov 2024
Training and Evaluating Causal Forecasting Models for Time-Series Thomas Crasson Yacine Nabet Mathias Lécuyer CML AI4TS 41 0 0 31 Oct 2024
Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting Zongjiang Shang Ling Chen Binqing Wu Dongliang Cui AI4TS AI4CE 33 1 0 31 Oct 2024
RAM: Replace Attention with MLP for Efficient Multivariate Time Series Forecasting Suhan Guo Jiahong Deng Yi Wei Hui Dou Furao Shen Jian Zhao AI4TS 139 0 0 31 Oct 2024
LSEAttention is All You Need for Time Series Forecasting Dizhen Liang AI4TS 32 0 0 31 Oct 2024
FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities Jingge Xiao Yile Chen Gao Cong Wolfgang Nejdl Simon Gottschalk AI4TS 31 0 0 30 Oct 2024
DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting Zhiding Liu Jiqian Yang Qingyang Mao Yuze Zhao Mingyue Cheng Zhi Li Qi Liu Enhong Chen AI4TS 28 0 0 30 Oct 2024