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
Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting Hui He Qi Zhang Kun Yi Kaize Shi ZhenDong Niu Longbin Cao TTA AI4TS 19 4 0 01 Sep 2022
Domain Shift-oriented Machine Anomalous Sound Detection Model Based on Self-Supervised Learning Jinghao Yan Xin Wang Qin Wang Qin Qin Huan Li Pengyi Ye Yue-ping He Jing Zeng 34 1 0 31 Aug 2022
Persistence Initialization: A novel adaptation of the Transformer architecture for Time Series Forecasting Espen Haugsdal Erlend Aune M. Ruocco AI4TS AI4CE 22 14 0 30 Aug 2022
Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures Lars Odegaard Bentsen N. Warakagoda R. Stenbro P. Engelstad AI4TS 21 98 0 29 Aug 2022
FocusFormer: Focusing on What We Need via Architecture Sampler Jing Liu Jianfei Cai Bohan Zhuang 35 7 0 23 Aug 2022
Diffusion-based Time Series Imputation and Forecasting with Structured State Space Models Juan Miguel Lopez Alcaraz Nils Strodthoff DiffM 28 168 0 19 Aug 2022
LAMA-Net: Unsupervised Domain Adaptation via Latent Alignment and Manifold Learning for RUL Prediction Manu Joseph Varchita Lalwani AI4CE 17 2 0 17 Aug 2022
ODformer: Spatial-Temporal Transformers for Long Sequence Origin-Destination Matrix Forecasting Against Cross Application Scenario Jin Huang Bosong Huang Weihao Yu Jing Xiao Ruzhong Xie Ke Ruan AI4TS 16 23 0 17 Aug 2022
Grasping Core Rules of Time Series through Pure Models Gedi Liu Yifeng Jiang Yicun Ouyang Keyang Zhong Yang Wang AI4TS 19 0 0 15 Aug 2022
Respecting Time Series Properties Makes Deep Time Series Forecasting Perfect Li Shen Yuning Wei Yangzhu Wang AI4TS 16 8 0 22 Jul 2022
Learning Deep Time-index Models for Time Series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar S. Hoi AI4TS AI4CE 34 26 0 13 Jul 2022
Dateformer: Time-modeling Transformer for Longer-term Series Forecasting Julong Young Junhui Chen Feihu Huang Jian Peng AI4TS 17 1 0 12 Jul 2022
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures T. Zhang Yizhuo Zhang Wei Cao Jiang Bian Xiaohan Yi Shun Zheng Jian Li BDL AI4TS 95 153 0 04 Jul 2022
TreeDRNet:A Robust Deep Model for Long Term Time Series Forecasting Tian Zhou Jianqing Zhu Xue Wang Ziqing Ma Qingsong Wen Liang Sun Rong Jin AI4TS 43 4 0 24 Jun 2022
DRAformer: Differentially Reconstructed Attention Transformer for Time-Series Forecasting Benhan Li Shengdong Du Tianrui Li Jie Hu Zhenglong Jia AI4TS 11 2 0 11 Jun 2022
Scaleformer: Iterative Multi-scale Refining Transformers for Time Series Forecasting Amin Shabani A. Abdi Li Meng Tristan Sylvain AI4TS 27 61 0 08 Jun 2022
Exploring Transformers for Behavioural Biometrics: A Case Study in Gait Recognition Paula Delgado-Santos Ruben Tolosana R. Guest F. Deravi R. Vera-Rodríguez 27 30 0 03 Jun 2022
Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting Yong Liu Haixu Wu Jianmin Wang Mingsheng Long AI4TS 15 379 0 28 May 2022
Are Transformers Effective for Time Series Forecasting? Ailing Zeng Mu-Hwa Chen L. Zhang Qiang Xu AI4TS 55 1,605 0 26 May 2022
FreDo: Frequency Domain-based Long-Term Time Series Forecasting Fan-Keng Sun Duane S. Boning AI4TS 45 11 0 24 May 2022
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Tian Zhou Ziqing Ma Xue Wang Qingsong Wen Liang Sun Tao Yao Wotao Yin Rong Jin AI4TS 121 170 0 18 May 2022
Multi-scale Attention Flow for Probabilistic Time Series Forecasting Shibo Feng Chunyan Miao Ke-Li Xu Jiaxiang Wu Pengcheng Wu Fan Lin P. Zhao BDL AI4TS 7 21 0 16 May 2022
Adaptive Graph Convolutional Network Framework for Multidimensional Time Series Prediction Ning Wang AI4TS 17 0 0 08 May 2022
Multi-Spatio-temporal Fusion Graph Recurrent Network for Traffic forecasting Wei Zhao Shiqi Zhang B. Zhou Bei Wang AI4TS 19 8 0 03 May 2022
Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version Razvan-Gabriel Cirstea Chenjuan Guo B. Yang Tung Kieu Xuanyi Dong Shirui Pan AI4TS 34 106 0 28 Apr 2022
STCGAT: A Spatio-temporal Causal Graph Attention Network for traffic flow prediction in Intelligent Transportation Systems Wei Zhao Shiqi Zhang B. Zhou Bei Wang GNN AI4TS 29 1 0 21 Mar 2022
Forecast Evaluation for Data Scientists: Common Pitfalls and Best Practices Hansika Hewamalage Klaus Ackermann Christoph Bergmeir AI4TS 67 87 0 21 Mar 2022
CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification Yijiang Chen Xiangdong Zhou Zhen Xing Zhidan Liu Minyang Xu AI4TS SSL 24 5 0 08 Mar 2022
Learning Fast and Slow for Online Time Series Forecasting Quang-Cuong Pham Chenghao Liu Doyen Sahoo S. Hoi TTA AI4TS 20 30 0 23 Feb 2022
Preformer: Predictive Transformer with Multi-Scale Segment-wise Correlations for Long-Term Time Series Forecasting Dazhao Du Bing-Huang Su Zhewei Wei AI4TS 13 43 0 23 Feb 2022
Flowformer: Linearizing Transformers with Conservation Flows Haixu Wu Jialong Wu Jiehui Xu Jianmin Wang Mingsheng Long 14 90 0 13 Feb 2022
TACTiS: Transformer-Attentional Copulas for Time Series Alexandre Drouin Étienne Marcotte Nicolas Chapados AI4TS 104 37 0 07 Feb 2022
ETSformer: Exponential Smoothing Transformers for Time-series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar S. Hoi AI4TS 28 161 0 03 Feb 2022
N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting Cristian Challu Kin G. Olivares Boris N. Oreshkin Federico Garza Max Mergenthaler-Canseco A. Dubrawski AI4TS 29 262 0 30 Jan 2022
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting Tian Zhou Ziqing Ma Qingsong Wen Xue Wang Liang Sun Rong Jin AI4TS 21 1,303 0 30 Jan 2022
Time Series Generation with Masked Autoencoder Meng-yue Zha SiuTim Wong Mengqi Liu Tong Zhang Kani Chen SyDa AI4TS 27 17 0 14 Jan 2022
ChunkFormer: Learning Long Time Series with Multi-stage Chunked Transformer Yue Ju Alka Isac Yimin Nie AI4TS 9 3 0 30 Dec 2021
Translating Human Mobility Forecasting through Natural Language Generation Hao Xue Flora D. Salim Yongli Ren C. Clarke AI4TS 11 23 0 13 Dec 2021
Spatio-Temporal meets Wavelet: Disentangled Traffic Flow Forecasting via Efficient Spectral Graph Attention Network Yuchen Fang Yanjun Qin Haiyong Luo Fang Zhao Bingbing Xu Chenxing Wang Liang Zeng AI4TS 76 10 0 06 Dec 2021
Neural network stochastic differential equation models with applications to financial data forecasting Luxuan Yang Ting Gao Yubin Lu Jinqiao Duan Tao Liu AI4TS 13 37 0 25 Nov 2021
Transferable Time-Series Forecasting under Causal Conditional Shift Zijian Li Ruichu Cai T. Fu Zhifeng Hao Anton van den Hengel TTA OOD AI4TS 28 23 0 05 Nov 2021
Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting Kiran Madhusudhanan Johannes Burchert Nghia Duong-Trung Stefan Born Lars Schmidt-Thieme AI4TS AI4CE 41 21 0 13 Oct 2021
Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy Jiehui Xu Haixu Wu Jianmin Wang Mingsheng Long AI4TS 17 476 0 06 Oct 2021
Emergency Vehicles Audio Detection and Localization in Autonomous Driving Hongyi Sun Xinyi Liu Kecheng Xu Jinghao Miao Qi Luo 16 19 0 30 Sep 2021
Long-Range Transformers for Dynamic Spatiotemporal Forecasting J. E. Grigsby Zhe Wang Nam Nguyen Yanjun Qi AI4TS 69 87 0 24 Sep 2021
From Known to Unknown: Knowledge-guided Transformer for Time-Series Sales Forecasting in Alibaba Xinyuan Qi Kai Hou Tong Liu Zhongzhong Yu Sihao Hu Wenwu Ou AI4TS 45 19 0 17 Sep 2021
Exploring Context Generalizability in Citywide Crowd Mobility Prediction: An Analytic Framework and Benchmark Liyue Chen Xiaoxiang Wang Leye Wang 28 1 0 30 Jun 2021
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Minhao Liu Ailing Zeng Mu-Hwa Chen Zhijian Xu Qiuxia Lai Lingna Ma Qiang Xu AI4TS 18 340 0 17 Jun 2021
Domain Adaptation for Time Series Forecasting via Attention Sharing Xiaoyong Jin Youngsuk Park Danielle C. Maddix Bernie Wang Xifeng Yan TTA OOD AI4TS 104 75 0 13 Feb 2021
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 169 3,885 0 14 Dec 2020