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
BehaviorGPT: Smart Agent Simulation for Autonomous Driving with Next-Patch Prediction Zikang Zhou Haibo Hu Xinhong Chen Jianping Wang Nan Guan Kui Wu Yung-Hui Li Yu-Kai Huang Chun Jason Xue AI4CE 44 17 0 27 May 2024
Are Self-Attentions Effective for Time Series Forecasting? Dongbin Kim Jinseong Park Jaewook Lee Hoki Kim AI4TS 37 3 0 27 May 2024
Dominant Shuffle: A Simple Yet Powerful Data Augmentation for Time-series Prediction Kai Zhao Zuojie He A. Hung Dan Zeng AI4TS 52 1 0 26 May 2024
MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting Xiuding Cai Yaoyao Zhu Xueyao Wang Yu Yao Mamba AI4TS 38 7 0 26 May 2024
Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting Jiaxi Hu Disen Lan Ziyu Zhou Qingsong Wen Yuxuan Liang AI4TS 37 8 0 25 May 2024
Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification Yihe Wang Nan Huang Taida Li Yujun Yan Xiang Zhang MedIm AI4TS 35 21 0 24 May 2024
Personalized Adapter for Large Meteorology Model on Devices: Towards Weather Foundation Models Shengchao Chen Guodong Long Jing Jiang Chengqi Zhang 51 4 0 24 May 2024
On the Identification of Temporally Causal Representation with Instantaneous Dependence Zijian Li Yifan Shen Kaitao Zheng Ruichu Cai Xiangchen Song Biwei Huang Zhengmao Zhu Guan-Hong Chen Kun Zhang CML 29 5 0 24 May 2024
NuwaTS: a Foundation Model Mending Every Incomplete Time Series Jinguo Cheng Chunwei Yang Wanlin Cai Yuxuan Liang Yuankai Wu AI4TS 42 1 0 24 May 2024
FTMixer: Frequency and Time Domain Representations Fusion for Time Series Modeling Zhengnan Li Yunxiao Qin Xilong Cheng Yuting Tan AI4TS 60 3 0 24 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 36 10 0 24 May 2024
Scaling Law for Time Series Forecasting Jingzhe Shi Qinwei Ma Huan Ma Lei Li AI4TS 31 8 0 24 May 2024
In-context Time Series Predictor Jiecheng Lu Yan Sun Shihao Yang AI4TS 38 4 0 23 May 2024
TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting Shiyu Wang Haixu Wu X. Shi Tengge Hu Huakun Luo Lintao Ma James Y. Zhang Jun-ping Zhou AI4TS 76 102 0 23 May 2024
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting Qingxiang Liu Xu Liu Chenghao Liu Qingsong Wen Yuxuan Liang AI4TS AI4CE 48 6 0 23 May 2024
Blood Glucose Control Via Pre-trained Counterfactual Invertible Neural Networks Jingchi Jiang Rujia Shen Boran Wang Yi Guan OffRL BDL 36 1 0 23 May 2024
Interpretable Multivariate Time Series Forecasting Using Neural Fourier Transform Noam Koren Kira Radinsky AI4TS 44 2 0 22 May 2024
Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers Xin Cheng Xiuying Chen Shuqi Li Di Luo Xun Wang Dongyan Zhao Rui Yan AI4TS 66 1 0 22 May 2024
NFCL: Simply interpretable neural networks for a short-term multivariate forecasting Wonkeun Jo Dongil Kim AI4TS 30 0 0 22 May 2024
FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting Ruiqi Li Maowei Jiang Kai-Ming Wang Kaiduo Feng Quangao Liu Yue Sun Xiufang Zhou AI4TS 37 1 0 22 May 2024
Intervention-Aware Forecasting: Breaking Historical Limits from a System Perspective Zhijian Xu Hao Wang Qiang Xu AI4TS 41 11 0 22 May 2024
FedASTA: Federated adaptive spatial-temporal attention for traffic flow prediction Kai Li Yihan Zhang Xinlei Chen 26 0 0 21 May 2024
TempoScale: A Cloud Workloads Prediction Approach Integrating Short-Term and Long-Term Information Linfeng Wen Minxian Xu A. N. Toosi Kejiang Ye AI4TS 48 1 0 21 May 2024
YUI: Day-ahead Electricity Price Forecasting Using Invariance Simplified Supply and Demand Curve Linian Wang Anlan Yu Jianghong Liu Huibin Zhang Leye Wang 32 0 0 20 May 2024
VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting Yingnan Yang Qingling Zhu Jianyong Chen AI4TS 30 4 0 19 May 2024
GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing Chengqing Yu Fei Wang Zezhi Shao Tangwen Qian Zhao Zhang Wei Wei Yongjun Xu AI4CE 36 17 0 18 May 2024
AdaWaveNet: Adaptive Wavelet Network for Time Series Analysis Han Yu Peikun Guo Akane Sano AI4TS 35 0 0 17 May 2024
WEITS: A Wavelet-enhanced residual framework for interpretable time series forecasting Ziyou Guo Yan Sun Tieru Wu AI4TS 38 2 0 17 May 2024
Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting Zheng Dong Renhe Jiang Haotian Gao Hangchen Liu Jinliang Deng Qingsong Wen Xuan Song AI4TS 45 11 0 17 May 2024
UniCL: A Universal Contrastive Learning Framework for Large Time Series Models Jiawei Li Jingshu Peng Haoyang Li Lei Chen AI4TS 48 3 0 17 May 2024
LaT-PFN: A Joint Embedding Predictive Architecture for In-context Time-series Forecasting Stijn Verdenius Andrea Zerio Roy L.M. Wang BDL AI4TS AI4CE 34 2 0 16 May 2024
DemOpts: Fairness corrections in COVID-19 case prediction models N. Awasthi S. Abrar Daniel Smolyak Vanessa Frias-Martinez 29 0 0 15 May 2024
Enhancing Maritime Trajectory Forecasting via H3 Index and Causal Language Modelling (CLM) Nicolas Drapier Aladine Chetouani A. Chateigner 35 2 0 15 May 2024
DGCformer: Deep Graph Clustering Transformer for Multivariate Time Series Forecasting Qinshuo Liu Yanwen Fang Pengtao Jiang Guodong Li AI4TS 21 0 0 14 May 2024
DTMamba : Dual Twin Mamba for Time Series Forecasting Zexue Wu Yifeng Gong Aoqian Zhang 24 1 0 11 May 2024
Self-Supervised Learning of Time Series Representation via Diffusion Process and Imputation-Interpolation-Forecasting Mask Zineb Senane Lele Cao V. Buchner Yusuke Tashiro Lei You P. Herman Mats Nordahl Ruibo Tu Vilhelm von Ehrenheim DiffM AI4TS 22 10 0 09 May 2024
Multi-Scale Dilated Convolution Network for Long-Term Time Series Forecasting Feifei Li Suhan Guo Feng Han Jian Zhao Shen Furao 41 1 0 09 May 2024
xMTrans: Temporal Attentive Cross-Modality Fusion Transformer for Long-Term Traffic Prediction H. Ung Hao Niu Minh-Son Dao Shinya Wada A. Minamikawa 20 0 0 08 May 2024
Temporal and Heterogeneous Graph Neural Network for Remaining Useful Life Prediction Zhihao Wen Yuan Fang Pengcheng Wei Fayao Liu Zhenghua Chen Min-man Wu AI4CE 30 2 0 07 May 2024
VAEneu: A New Avenue for VAE Application on Probabilistic Forecasting Alireza Koochali Ensiye Tahaei Andreas Dengel Sheraz Ahmed AI4TS 30 1 0 07 May 2024
ReCycle: Fast and Efficient Long Time Series Forecasting with Residual Cyclic Transformers Arvid Weyrauch T. Steens Oskar Taubert Benedikt Hanke Aslan Eqbal Ewa Götz Achim Streit Markus Goetz Charlotte Debus 28 2 0 06 May 2024
Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning Jiewen Deng Renhe Jiang Jiaqi Zhang Xuan Song AI4TS 30 3 0 06 May 2024
Boosting MLPs with a Coarsening Strategy for Long-Term Time Series Forecasting Nannan Bian Minhong Zhu Li Chen Weiran Cai 23 0 0 06 May 2024
A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model Weiqi Zhang Jiexia Ye Ke Yi Yongzi Yu Ziyue Li Jia Li Fugee Tsung AI4TS AI4CE 45 22 0 03 May 2024
Machine Learning in Short-Reach Optical Systems: A Comprehensive Survey Chen Shao Elias Giacoumidis Syed Moktacim Billah Shi Li Jialei Li Prashasti Sahu Andre Richter Tobias Kaefer Michael Faerber AI4TS 40 0 0 02 May 2024
SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters Shengsheng Lin Weiwei Lin Wentai Wu Haojun Chen Junjie Yang 42 36 0 02 May 2024
Data Augmentation Policy Search for Long-Term Forecasting Liran Nochumsohn Omri Azencot AI4TS TPM 46 3 0 01 May 2024
CVTN: Cross Variable and Temporal Integration for Time Series Forecasting Han Zhou Yuntian Chen AI4TS 40 0 0 29 Apr 2024
Evaluating the effectiveness of predicting covariates in LSTM Networks for Time Series Forecasting Gareth Davies AI4TS 32 1 0 29 Apr 2024
Temporal Scaling Law for Large Language Models Yizhe Xiong Xiansheng Chen Xin Ye Hui Chen Zijia Lin ... Zhenpeng Su Wei Huang Jianwei Niu J. Han Guiguang Ding 43 9 0 27 Apr 2024