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
Interpretable System Identification and Long-term Prediction on Time-Series Data Xiaoyin Liu Duxin Chen Wenjia Wei Xia Zhu Wenwu Yu AI4TS 13 0 0 02 Mar 2023
Time Series as Images: Vision Transformer for Irregularly Sampled Time Series Zekun Li Shiyang Li Xifeng Yan AI4TS 24 47 0 01 Mar 2023
OmniForce: On Human-Centered, Large Model Empowered and Cloud-Edge Collaborative AutoML System Chao Xue Wei Liu Shunxing Xie Zhenfang Wang Jiaxing Li ... Shi-Yong Chen Yibing Zhan Jing Zhang Chaoyue Wang Dacheng Tao 43 2 0 01 Mar 2023
Your time series is worth a binary image: machine vision assisted deep framework for time series forecasting Luoxiao Yang Xinqi Fan Zijun Zhang AI4TS 13 3 0 28 Feb 2023
Full Stack Optimization of Transformer Inference: a Survey Sehoon Kim Coleman Hooper Thanakul Wattanawong Minwoo Kang Ruohan Yan ... Qijing Huang Kurt Keutzer Michael W. Mahoney Y. Shao A. Gholami MQ 36 101 0 27 Feb 2023
Deep Imbalanced Time-series Forecasting via Local Discrepancy Density Junwoo Park Jungsoo Lee Youngin Cho W. Shin Dongmin Kim Jaegul Choo Edward Choi AI4TS 17 6 0 27 Feb 2023
One Fits All:Power General Time Series Analysis by Pretrained LM Tian Zhou Peisong Niu Xue Wang Liang Sun Rong Jin AI4TS 30 380 0 23 Feb 2023
Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting Wei Fan Pengyang Wang Dongkun Wang Dongjie Wang Yuanchun Zhou Yanjie Fu AI4TS 38 75 0 22 Feb 2023
Learning Mixture Structure on Multi-Source Time Series for Probabilistic Forecasting Tianli Guo AI4TS 33 0 0 22 Feb 2023
Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations Xun Zhu Yutong Xiong Ming Wu Gaozhen Nie Bin Zhang Ziheng Yang AI4TS 28 17 0 21 Feb 2023
FrAug: Frequency Domain Augmentation for Time Series Forecasting Mu-Hwa Chen Zhijian Xu Ailing Zeng Qiang Xu AI4TS 27 8 0 18 Feb 2023
SLOTH: Structured Learning and Task-based Optimization for Time Series Forecasting on Hierarchies Fang-le Zhou Chenle Pan Lintao Ma Yu Liu Shiyu Wang ... Xu Hu Yun Hu Yang Zheng Lei Lei Yun Hu 29 3 0 11 Feb 2023
MTS-Mixers: Multivariate Time Series Forecasting via Factorized Temporal and Channel Mixing Zhe Li Zhongwen Rao Lujia Pan Zenglin Xu AI4TS 33 60 0 09 Feb 2023
ProbPNN: Enhancing Deep Probabilistic Forecasting with Statistical Information Benedikt Heidrich Kaleb Phipps Oliver Neumann Marian Turowski Ralf Mikut V. Hagenmeyer AI4TS BDL 20 2 0 06 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 57 21 0 04 Feb 2023
FV-MgNet: Fully Connected V-cycle MgNet for Interpretable Time Series Forecasting Jianqing Zhu Juncai He Lian Zhang Jinchao Xu 26 3 0 02 Feb 2023
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling Jiaxiang Dong Haixu Wu Haoran Zhang Li Zhang Jianmin Wang Mingsheng Long AI4TS 29 82 0 02 Feb 2023
Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological Data Shen Chen Guodong Long Tao Shen Jing Jiang AI4TS 27 36 0 22 Jan 2023
Ti-MAE: Self-Supervised Masked Time Series Autoencoders Zhe Li Zhongwen Rao Lujia Pan Pengyun Wang Zenglin Xu AI4TS 26 49 0 21 Jan 2023
Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement Y. Li Xin-xin Lu Yaqing Wang De-Yu Dou DiffM AI4TS 22 99 0 08 Jan 2023
Towards Long-Term Time-Series Forecasting: Feature, Pattern, and Distribution Yan Li Xin Lu Haoyi Xiong Jian Tang Jian Su Bo Jin Dejing Dou AI4TS 15 24 0 05 Jan 2023
Infomaxformer: Maximum Entropy Transformer for Long Time-Series Forecasting Problem Peiwang Tang Xianchao Zhang AI4TS 31 3 0 04 Jan 2023
Semi-Structured Object Sequence Encoders V. Rudramurthy Riyaz Ahmad Bhat Chulaka Gunasekara Siva Sankalp Patel H. Wan Tejas I. Dhamecha Danish Contractor Marina Danilevsky 59 0 0 03 Jan 2023
TypeFormer: Transformers for Mobile Keystroke Biometrics Giuseppe Stragapede Paula Delgado-Santos Ruben Tolosana R. Vera-Rodríguez R. Guest Aythami Morales 12 12 0 26 Dec 2022
A Pattern Discovery Approach to Multivariate Time Series Forecasting Yunyao Cheng Chenjuan Guo Kai Chen Kai Zhao B. Yang Jiandong Xie Christian S. Jensen Feiteng Huang Kai Zheng AI4TS 27 1 0 20 Dec 2022
Denoising instrumented mouthguard measurements of head impact kinematics with a convolutional neural network Xianghao Zhan Yuzhe Liu Nicholas J. Cecchi Ashlyn A. Callan Enora Le Flao Olivier Gevaert M. Zeineh Gerald Grant David B. Camarillo 16 4 0 19 Dec 2022
First De-Trend then Attend: Rethinking Attention for Time-Series Forecasting Xiyuan Zhang Xiaoyong Jin Karthick Gopalswamy Gaurav Gupta Youngsuk Park Xingjian Shi Hongya Wang Danielle C. Maddix Yuyang Wang AI4TS 24 19 0 15 Dec 2022
Temporal Saliency Detection Towards Explainable Transformer-based Timeseries Forecasting Nghia Duong-Trung Kiran Madhusudhanan Danh Le-Phuoc AI4TS 38 4 0 15 Dec 2022
MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Renhe Jiang Zhaonan Wang Jiawei Yong P. Jeph Quanjun Chen Yasumasa Kobayashi Xuan Song Toyotaro Suzumura Shintaro Fukushima GNN BDL AI4TS 31 4 0 12 Dec 2022
GreenEyes: An Air Quality Evaluating Model based on WaveNet Kan Huang Kai Zhang Ming-de Liu 17 2 0 08 Dec 2022
A K-variate Time Series Is Worth K Words: Evolution of the Vanilla Transformer Architecture for Long-term Multivariate Time Series Forecasting Zanwei Zhou Rui-Ming Zhong Chen Yang Yan Wang Xiaokang Yang Wei Shen AI4TS 45 9 0 06 Dec 2022
Auxiliary Quantile Forecasting with Linear Networks Shayan Jawed Lars Schmidt-Thieme AI4TS 22 0 0 05 Dec 2022
FECAM: Frequency Enhanced Channel Attention Mechanism for Time Series Forecasting Maowei Jiang Pengyu Zeng Kai-Ming Wang Huan Liu Wenbo Chen Haoran Liu AI4TS 35 50 0 02 Dec 2022
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Yuqi Nie Nam H. Nguyen Phanwadee Sinthong Jayant Kalagnanam AIFin AI4TS 29 1,205 0 27 Nov 2022
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Renhe Jiang Zhaonan Wang Jiawei Yong P. Jeph Quanjun Chen Yasumasa Kobayashi Xuan Song Shintaro Fukushima Toyotaro Suzumura AI4TS 29 177 0 27 Nov 2022
Probabilistic Decomposition Transformer for Time Series Forecasting Junlong Tong Liping Xie Wankou Yang Kanjian Zhang AI4TS 22 5 0 31 Oct 2022
TILDE-Q: A Transformation Invariant Loss Function for Time-Series Forecasting Hyunwoo Lee Chunggi Lee H. Lim Sungahn Ko AI4TS 20 2 0 26 Oct 2022
WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting Youngin Cho Daejin Kim Dongmin Kim Mohammad Azam Khan Jaegul Choo AI4TS 26 3 0 25 Oct 2022
SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing Data Cristian Challu Peihong Jiang Y. Wu Laurent Callot AI4TS 19 1 0 22 Oct 2022
TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency Analysis Chaoli Zhang Tian Zhou Qingsong Wen Liang Sun AI4TS 32 66 0 18 Oct 2022
Koopman Neural Forecaster for Time Series with Temporal Distribution Shifts Rui Wang Yihe Dong Sercan Ö. Arik Rose Yu AI4TS 36 23 0 07 Oct 2022
Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting Kun Yi Qi Zhang Liang Hu Hui He Ning An LongBing Cao ZhenDong Niu AI4TS 59 3 0 06 Oct 2022
Temporal Spatial Decomposition and Fusion Network for Time Series Forecasting Liwang Zhou Jing Gao AI4TS 6 1 0 06 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 60 708 0 05 Oct 2022
Retrieval Based Time Series Forecasting Baoyu Jing Si Zhang Yada Zhu B. Peng K. Guan A. Margenot Hanghang Tong AI4TS 35 9 0 27 Sep 2022
Explainable Graph Pyramid Autoformer for Long-Term Traffic Forecasting Weiheng Zhong Tanwi Mallick Hadi Meidani Jane Macfarlane Prasanna Balaprakash AI4TS 25 5 0 27 Sep 2022
PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting Hao Xue Flora D.Salim AI4TS 21 138 0 20 Sep 2022
A Multi-Layer Regression based Predicable Function Fitting Network Changling wan Zhongzhi Shi 16 0 0 19 Sep 2022
DynaConF: Dynamic Forecasting of Non-Stationary Time Series Siqi Liu Andreas M. Lehrmann BDL AI4TS 23 2 0 17 Sep 2022
Leveraging Language Foundation Models for Human Mobility Forecasting Hao Xue Bhanu Prakash Voutharoja Flora Salim AI4TS 111 65 0 11 Sep 2022