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
Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective Chengsen Wang Qi Qi Jingyu Wang Haifeng Sun Zirui Zhuang Jinming Wu Jianxin Liao AI4TS 26 8 0 27 Sep 2024
Treating Brain-inspired Memories as Priors for Diffusion Model to Forecast Multivariate Time Series Muyao Wang Wenchao Chen Zhibin Duan Bo Chen AI4TS DiffM 36 0 0 27 Sep 2024
CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns Shengsheng Lin Weiwei Lin Xinyi Hu Wentai Wu Ruichao Mo Haocheng Zhong AI4TS 32 14 0 27 Sep 2024
PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting Yuxin Jia Youfang Lin Jing Yu Shuo Wang Tianhao Liu Huaiyu Wan AI4TS 37 1 0 26 Sep 2024
A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications Pengfei Wang Huanran Zheng Silong Dai Yiqiao Wang Xiaotian Gu Yuanbin Wu Xiaoling Wang SyDa AI4TS 45 3 0 26 Sep 2024
Domain-Independent Automatic Generation of Descriptive Texts for Time-Series Data Kota Dohi Aoi Ito Harsh Purohit Tomoya Nishida Takashi Endo Y. Kawaguchi 32 3 0 25 Sep 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts X. Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 38 28 0 24 Sep 2024
ReFine: Boosting Time Series Prediction of Extreme Events by Reweighting and Fine-tuning Jimeng Shi Azam Shirali Giri Narasimhan AI4TS 41 0 0 21 Sep 2024
Test Time Learning for Time Series Forecasting Panayiotis Christou Shichu Chen Xupeng Chen Parijat Dube AI4TS 30 0 0 21 Sep 2024
D2Vformer: A Flexible Time Series Prediction Model Based on Time Position Embedding Xiaobao Song Hao Wang Liwei Deng Yuxin He Wenming Cao Chi-Sing Leungc AI4TS 32 0 0 17 Sep 2024
Implicit Reasoning in Deep Time Series Forecasting Willa Potosnak Cristian Challu Mononito Goswami Michał Wiliński Nina Żukowska Artur Dubrawski ReLM AI4TS LRM 37 2 0 17 Sep 2024
VE: Modeling Multivariate Time Series Correlation with Variate Embedding Shangjiong Wang Zhihong Man Zhengwei Cao Jinchuan Zheng Zhikang Ge AI4TS 30 1 0 10 Sep 2024
Automated Data Augmentation for Few-Shot Time Series Forecasting: A Reinforcement Learning Approach Guided by a Model Zoo Haochen Yuan Xuelin Li Yunbo Wang Yunbo Wang AI4TS 34 0 0 10 Sep 2024
A Multi-scenario Attention-based Generative Model for Personalized Blood Pressure Time Series Forecasting Cheng Wan Chenjie Xie Longfei Liu Dan Wu Ye Li AI4TS 26 0 0 07 Sep 2024
An Efficient and Generalizable Symbolic Regression Method for Time Series Analysis Yi Xie Tianyu Qiu Yun Xiong Xiuqi Huang Xiaofeng Gao Chao Chen AI4TS 30 2 0 06 Sep 2024
DLFormer: Enhancing Explainability in Multivariate Time Series Forecasting using Distributed Lag Embedding Younghwi Kim Dohee Kim Sunghyun Sim AI4TS 24 0 0 29 Aug 2024
Enhanced forecasting of stock prices based on variational mode decomposition, PatchTST, and adaptive scale-weighted layer Xiaorui Xue Shaofang Li Xiaonan Wang AIFin 18 1 0 29 Aug 2024
Variational Mode Decomposition and Linear Embeddings are What You Need For Time-Series Forecasting Hafizh Raihan Kurnia Putra Novanto Yudistira Tirana Noor Fatyanosa AI4TS 26 0 0 28 Aug 2024
TCNFormer: Temporal Convolutional Network Former for Short-Term Wind Speed Forecasting Abid Hasan Zim Aquib Iqbal Asad Malik Zhicheng Dong Hanzhou Wu AI4TS 30 1 0 27 Aug 2024
Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning Junlin He Tong Nie Wei Ma AI4TS 26 2 0 22 Aug 2024
Simplified Mamba with Disentangled Dependency Encoding for Long-Term Time Series Forecasting Zixuan Weng Jindong Han Wenzhao Jiang Hao Liu Mamba AI4TS 33 2 0 22 Aug 2024
A Deconfounding Approach to Climate Model Bias Correction Wentao Gao Jiuyong Li Debo Cheng Lin Liu Jixue Liu T. Le Xiaojing Du Xiongren Chen Yanchang Zhao Yun Chen AI4Cl 29 4 0 22 Aug 2024
Time Series Foundation Models and Deep Learning Architectures for Earthquake Temporal and Spatial Nowcasting Alireza Jafari Geoffrey Fox John B. Rundle A. Donnellan L. G. Ludwig AI4TS AI4CE 33 2 0 21 Aug 2024
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Yongbo Yu Weizhong Yu Feiping Nie Xuelong Li AI4TS 19 1 0 20 Aug 2024
sTransformer: A Modular Approach for Extracting Inter-Sequential and Temporal Information for Time-Series Forecasting Jiaheng Yin Zhengxin Shi Jianshen Zhang Xiaomin Lin Yulin Huang Yongzhi Qi Wei Qi AI4TS 29 0 0 19 Aug 2024
Partial-Multivariate Model for Forecasting Jaehoon Lee Hankook Lee Sungik Choi Sungjun Cho Moontae Lee AI4TS 44 0 0 19 Aug 2024
Unlocking the Power of LSTM for Long Term Time Series Forecasting Yaxuan Kong Zepu Wang Yuqi Nie Tian Zhou Stefan Zohren Yuxuan Liang Peng Sun Qingsong Wen AI4TS 22 12 0 19 Aug 2024
ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment Yihe Wang Nadia Mammone Darina Petrovsky Alexandros T. Tzallas Francesco C. Morabito Xiang Zhang MedIm 32 3 0 17 Aug 2024
System States Forecasting of Microservices with Dynamic Spatio-Temporal Data Yifei Xu Jingguo Ge Haina Tang Shuai Ding Tong Li Hui Li AI4TS 37 0 0 15 Aug 2024
Leveraging Priors via Diffusion Bridge for Time Series Generation Jinseong Park Seungyun Lee Woojin Jeong Yujin Choi Jaewook Lee DiffM 36 5 0 13 Aug 2024
MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation Jianping Zhou Junhao Li Guanjie Zheng Xinbing Wang Chenghu Zhou 37 2 0 11 Aug 2024
PowerPM: Foundation Model for Power Systems Shihao Tu Yupeng Zhang Jing Zhang Yang Yang AI4TS 40 5 0 07 Aug 2024
Early Prediction of Causes (not Effects) in Healthcare by Long-Term Clinical Time Series Forecasting Michael Staniek Marius Fracarolli Michael Hagmann Stefan Riezler OOD AI4TS 21 1 0 07 Aug 2024
DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series Forecasting Ruixin Ding Yuqi Chen Yu-Ting Lan Wei Zhang AI4TS 36 2 0 05 Aug 2024
Neural Network Emulator for Atmospheric Chemical ODE Zhi-Song Liu Petri S. Clusius Michael Boy 42 3 0 03 Aug 2024
POA: Pre-training Once for Models of All Sizes Yingying Zhang Xin Guo Jiangwei Lao Lei Yu Lixiang Ru Jian Wang Guo Ye Huimei He Jingdong Chen Ming Yang 65 1 0 02 Aug 2024
A federated large language model for long-term time series forecasting Raed Abdel Sater A. B. Hamza AI4TS 29 2 0 30 Jul 2024
Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting Jingjing Xu Caesar Wu Yuan-Fang Li Grégoire Danoy Pascal Bouvry AI4TS 37 1 0 29 Jul 2024
Multiscale Representation Enhanced Temporal Flow Fusion Model for Long-Term Workload Forecasting Shiyu Wang Zhixuan Chu Yinbo Sun Yu Liu Yuliang Guo Yang Chen Huiyang Jian Lintao Ma Xingyu Lu Jun-ping Zhou AI4TS 27 1 0 29 Jul 2024
Appformer: A Novel Framework for Mobile App Usage Prediction Leveraging Progressive Multi-Modal Data Fusion and Feature Extraction Chuike Sun Junzhou Chen Yue Zhao Hao Han Ruihai Jing Guang Tan Di Wu 33 2 0 28 Jul 2024
DTFormer: A Transformer-Based Method for Discrete-Time Dynamic Graph Representation Learning Xi Chen Yun Xiong Siwei Zhang Jiawei Zhang Yao Zhang Shiyang Zhou Xixi Wu Mingyang Zhang Tengfei Liu Weiqiang Wang AI4CE 33 1 0 26 Jul 2024
Robust and Efficient Transfer Learning via Supernet Transfer in Warm-started Neural Architecture Search Prabhant Singh Joaquin Vanschoren AAML OOD 37 0 0 26 Jul 2024
DAM: Towards A Foundation Model for Time Series Forecasting L. N. Darlow Qiwen Deng Ahmed Hassan Martin Asenov Rajkarn Singh Artjom Joosen Adam Barker Amos Storkey AI4TS AI4CE 42 3 0 25 Jul 2024
Channel-Aware Low-Rank Adaptation in Time Series Forecasting Tong Nie Yuewen Mei Guoyang Qin Jiangming Sun Wei Ma BDL AI4TS 28 6 0 24 Jul 2024
Temporal Representation Learning for Stock Similarities and Its Applications in Investment Management Yoon-Jeong Hwang Stefan Zohren Yongjae Lee AIFin 38 1 0 18 Jul 2024
DeepClair: Utilizing Market Forecasts for Effective Portfolio Selection Donghee Choi Jinkyu Kim Mogan Gim Jinho Lee Jaewoo Kang 36 0 0 18 Jul 2024
Long Input Sequence Network for Long Time Series Forecasting Chao Ma Yikai Hou Xiang Li Yinggang Sun Haining Yu AI4TS 29 0 0 18 Jul 2024
Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift Hui He Qi Zhang Kun Yi Xiaojun Xue Shoujin Wang Liang Hu Longbin Cao OOD AI4TS 63 0 0 18 Jul 2024
Not All Frequencies Are Created Equal:Towards a Dynamic Fusion of Frequencies in Time-Series Forecasting Xingyu Zhang Siyu Zhao Changwen Zheng Huijie Guo Jianqi Zhang Changwen Zheng Jingyao Wang AI4TS 32 4 0 17 Jul 2024
Enhancing Multi-Step Brent Oil Price Forecasting with Ensemble Multi-Scenario Bi-GRU Networks Mohammed Alruqimi L. D. Persio OOD 16 4 0 15 Jul 2024