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
WaveRoRA: Wavelet Rotary Route Attention for Multivariate Time Series Forecasting Aobo Liang Y. Sun Nadra Guizani AI4TS 34 1 0 30 Oct 2024
Temporal Streaming Batch Principal Component Analysis for Time Series Classification Enshuo Yan Huachuan Wang Weihao Xia 30 0 0 28 Oct 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 151 0 0 28 Oct 2024
TEAFormers: TEnsor-Augmented Transformers for Multi-Dimensional Time Series Forecasting Linghang Kong Elynn Chen Yuzhou Chen Yuefeng Han AI4TS 38 0 0 27 Oct 2024
Deconfounding Time Series Forecasting Wentao Gao Feiyu Yang Mengze Hong Xiaojing Du Zechen Hu Xiongren Chen Ziqi Xu CML BDL AI4TS 29 0 0 27 Oct 2024
Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series Ilan Naiman Nimrod Berman Itai Pemper Idan Arbiv Gal Fadlon Omri Azencot 32 11 0 25 Oct 2024
Retrieval-Augmented Diffusion Models for Time Series Forecasting Jingwei Liu Ling Yang Hongyan Li Shenda Hong DiffM AI4TS 31 4 0 24 Oct 2024
xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories Maurice Kraus Felix Divo Devendra Singh Dhami Kristian Kersting AI4TS 41 2 0 22 Oct 2024
LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting Guoqi Yu Yaoming Li Xiaoyu Guo Dayu Wang Zirui Liu Shujun Wang Tong Yang AI4TS 135 0 0 22 Oct 2024
LLM-TS Integrator: Integrating LLM for Enhanced Time Series Modeling Can Chen Gabriel Oliveira Hossein Sharifi-Noghabi Tristan Sylvain AI4TS 26 1 0 21 Oct 2024
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis Shiyu Wang Jiawei Li X. Shi Zhou Ye Baichuan Mo Wenze Lin Shengtong Ju Zhixuan Chu Ming Jin AI4TS 38 9 0 21 Oct 2024
DST-TransitNet: A Dynamic Spatio-Temporal Deep Learning Model for Scalable and Efficient Network-Wide Prediction of Station-Level Transit Ridership Jiahao Wang Amer Shalaby AI4TS 26 1 0 19 Oct 2024
Analyzing Deep Transformer Models for Time Series Forecasting via Manifold Learning Ilya Kaufman Omri Azencot AI4TS 31 2 0 17 Oct 2024
ArrivalNet: Predicting City-wide Bus/Tram Arrival Time with Two-dimensional Temporal Variation Modeling Zirui Li Patrick Wolf Meng Wang AI4TS 21 0 0 17 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 27 5 0 17 Oct 2024
Hiformer: Hybrid Frequency Feature Enhancement Inverted Transformer for Long-Term Wind Power Prediction Chongyang Wan Shunbo Lei Yuan Luo 21 0 0 17 Oct 2024
Revisited Large Language Model for Time Series Analysis through Modality Alignment L. Zheng Chang Dong W. Zhang Lin Yue Miao Xu Olaf Maennel Weitong Chen AI4TS 142 2 0 16 Oct 2024
Abnormality Forecasting: Time Series Anomaly Prediction via Future Context Modeling Sinong Zhao Wenrui Wang Hongzuo Xu Zhaoyang Yu Qingsong Wen Gang Wang Xiaoguang Liu Guansong Pang AI4TS 28 0 0 16 Oct 2024
ExoTST: Exogenous-Aware Temporal Sequence Transformer for Time Series Prediction Kshitij Tayal Arvind Renganathan Xiaowei Jia Vipin Kumar Dan Lu AI4TS 24 1 0 16 Oct 2024
FoundTS: Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting Zhe Li Xiangfei Qiu Peng Chen Yihang Wang Hanyin Cheng ... Chenjuan Guo Aoying Zhou Qingsong Wen Christian S. Jensen Bin Yang AI4TS 59 8 0 15 Oct 2024
LLM-Mixer: Multiscale Mixing in LLMs for Time Series Forecasting Md. Kowsher Md. Shohanur Islam Sobuj Nusrat Jahan Prottasha E. Alejandro Alanis O. Garibay Niloofar Yousefi AI4TS 29 0 0 15 Oct 2024
UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba Li Wu Wenbin Pei Jiulong Jiao Qiang Zhang Mamba AI4TS 38 2 0 15 Oct 2024
Time Series Viewmakers for Robust Disruption Prediction Dhruva Chayapathy Tavis Siebert Lucas Spangher Akshata Kishore Moharir Om Manoj Patil Cristina Rea 28 0 0 14 Oct 2024
Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts Xu Liu Juncheng Liu Gerald Woo Taha Aksu Yuxuan Liang Roger Zimmermann Chenghao Liu Silvio Savarese Caiming Xiong Doyen Sahoo AI4TS 33 11 0 14 Oct 2024
Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift Yanru Sun Zongxia Xie Emadeldeen Eldele Dongyue Chen Q. Hu Min-man Wu AI4TS 28 1 0 13 Oct 2024
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller M. Menten Daniel Rueckert AI4TS 48 1 0 09 Oct 2024
Toward Physics-guided Time Series Embedding Jiaxi Hu Bowen Zhang Qingsong Wen Fugee Tsung Yuxuan Liang AI4TS AI4CE 34 3 0 09 Oct 2024
Stochastic Sparse Sampling: A Framework for Variable-Length Medical Time Series Classification Xavier Mootoo Alan A. Díaz-Montiel Milad Lankarany Hina Tabassum AI4TS 30 0 0 08 Oct 2024
SwiftQueue: Optimizing Low-Latency Applications with Swift Packet Queuing Siddhant Ray Xi Jiang Jack Luo Nick Feamster Junchen Jiang 49 0 0 08 Oct 2024
Enforcing Interpretability in Time Series Transformers: A Concept Bottleneck Framework Angela van Sprang Erman Acar Willem Zuidema AI4TS 51 1 0 08 Oct 2024
Neural Fourier Modelling: A Highly Compact Approach to Time-Series Analysis Minjung Kim Yusuke Hioka Michael Witbrock AI4TS 32 0 0 07 Oct 2024
Timer-XL: Long-Context Transformers for Unified Time Series Forecasting Yong Liu Guo Qin Xiangdong Huang Jianmin Wang Mingsheng Long AI4TS 29 6 0 07 Oct 2024
Automated Detection of Defects on Metal Surfaces using Vision Transformers Toqa Alaa Mostafa Kotb Arwa Zakaria Mariam Diab Walid Gomaa 23 1 0 06 Oct 2024
Multi-Step Time Series Inference Agent for Reasoning and Automated Task Execution Wen Ye Yizhou Zhang Wei Yang Lumingyuan Tang Defu Cao Jie Cai Yan Liu BDL CoGe AI4TS 41 2 0 05 Oct 2024
Metadata Matters for Time Series: Informative Forecasting with Transformers Jiaxiang Dong Haixu Wu Yuxuan Wang Li Zhang Jianmin Wang Mingsheng Long AI4TS 26 0 0 04 Oct 2024
Enhanced Transformer architecture for in-context learning of dynamical systems Matteo Rufolo Dario Piga Gabriele Maroni Marco Forgione 31 0 0 04 Oct 2024
Learning K-U-Net with constant complexity: An Application to time series forecasting Jiang You A. Çela René Natowicz Jacob Ouanounou Patrick Siarry AI4TS 25 0 0 03 Oct 2024
Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting Siyang Li Yize Chen Hui Xiong DiffM AI4TS 33 0 0 03 Oct 2024
TrajGPT: Irregular Time-Series Representation Learning for Health Trajectory Analysis Ziyang Song Qingcheng Lu He Zhu David L. Buckeridge Yue Li AI4TS 27 0 0 03 Oct 2024
Deep Koopman-layered Model with Universal Property Based on Toeplitz Matrices Yuka Hashimoto Tomoharu Iwata 25 0 0 03 Oct 2024
Repurposing Foundation Model for Generalizable Medical Time Series Classification Nan Huang Haishuai Wang Zihuai He Marinka Zitnik Xiang Zhang AI4TS OOD 28 1 0 03 Oct 2024
FAN: Fourier Analysis Networks Yihong Dong Ge Li Yongding Tao Xue Jiang Kechi Zhang Jia Li Jing Su Jing Su Jun Zhang Jingjing Xu AI4TS 21 4 0 03 Oct 2024
MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with 0.1K Parameters Aitian Ma Dongsheng Luo Mo Sha AI4TS 44 1 0 02 Oct 2024
MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting Aitian Ma Dongsheng Luo Mo Sha AI4TS 25 0 0 02 Oct 2024
FredNormer: Frequency Domain Normalization for Non-stationary Time Series Forecasting Xihao Piao Zheng Chen Yushun Dong Yasuko Matsubara Yasushi Sakurai OOD AI4TS 23 0 0 02 Oct 2024
Frequency Adaptive Normalization For Non-stationary Time Series Forecasting Weiwei Ye Songgaojun Deng Qiaosha Zou Ning Gui AI4TS 36 8 0 30 Sep 2024
A SSM is Polymerized from Multivariate Time Series Haixiang Wu AI4TS 23 0 0 30 Sep 2024
Continuous-Time Linear Positional Embedding for Irregular Time Series Forecasting Byunghyun Kim Jae-Gil Lee AI4TS 23 0 0 30 Sep 2024
CycleCrash: A Dataset of Bicycle Collision Videos for Collision Prediction and Analysis Nishq Poorav Desai Ali Etemad Michael A. Greenspan 40 0 0 30 Sep 2024
Evolving Multi-Scale Normalization for Time Series Forecasting under Distribution Shifts Dalin Qin Yehui Li Weiqi Chen Zhaoyang Zhu Qingsong Wen Liang Sun Pierre Pinson Yi Wang AI4TS 21 0 0 29 Sep 2024