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Are Transformers Effective for Time Series Forecasting?

26 May 2022

Ailing Zeng

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Papers citing "Are Transformers Effective for Time Series Forecasting?"

50 / 191 papers shown

Title
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis Shiyu Wang Jiawei Li Xiaoming Shi Zhou Ye Baichuan Mo Wenze Lin Shengtong Ju Zhixuan Chu Ming Jin AI4TS 116 18 0 21 Oct 2024
FlickerFusion: Intra-trajectory Domain Generalizing Multi-Agent RL Woosung Koh Wonbeen Oh S. Kim Suhin Shin Hyeongjin Kim Jaein Jang Junghyun Lee Se-Young Yun 70 0 0 21 Oct 2024
CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching Xingjian Wu Xiangfei Qiu Zhengyu Li Yihang Wang Jilin Hu Chenjuan Guo Hui Xiong Bin Yang AI4TS 178 16 0 16 Oct 2024
TSFM-Bench: A Comprehensive and Unified Benchmarking of Foundation Models for Time Series Forecasting Zhe Li Xiangfei Qiu Peng Chen Yihang Wang Hanyin Cheng ... Jiaxi Hu Chenjuan Guo Aoying Zhou Qingsong Wen Christian S. Jensen AI4TS 159 8 0 15 Oct 2024
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller Martin J. Menten Daniel Rueckert AI4TS 130 3 0 09 Oct 2024
Timer-XL: Long-Context Transformers for Unified Time Series Forecasting Yong Liu Guo Qin Xiangdong Huang Jianmin Wang Mingsheng Long AI4TS 94 12 0 07 Oct 2024
Automated Detection of Defects on Metal Surfaces using Vision Transformers Toqa Alaa Mostafa Kotb Arwa Zakaria Mariam Diab Walid Gomaa 160 1 0 06 Oct 2024
Local Attention Mechanism: Boosting the Transformer Architecture for Long-Sequence Time Series Forecasting Ignacio Aguilera-Martos Andrés Herrera-Poyatos Julián Luengo Francisco Herrera AI4TS 63 0 0 04 Oct 2024
Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting Marcel Kollovieh Marten Lienen David Lüdke Leo Schwinn Stephan Günnemann AI4TS BDL DiffM 150 8 0 03 Oct 2024
MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting Aitian Ma Dongsheng Luo Mo Sha AI4TS 43 1 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 51 0 0 02 Oct 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts Xiaoming Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 150 56 0 24 Sep 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 260 8 0 24 Sep 2024
Implicit Reasoning in Deep Time Series Forecasting Willa Potosnak Cristian Challu Mononito Goswami Michał Wiliński Nina Żukowska Artur Dubrawski ReLM AI4TS LRM 95 4 0 17 Sep 2024
Real-Time Recurrent Learning using Trace Units in Reinforcement Learning Esraa Elelimy Adam White Michael Bowling Martha White OffRL 90 3 0 02 Sep 2024
EUR-USD Exchange Rate Forecasting Based on Information Fusion with Large Language Models and Deep Learning Methods Hongcheng Ding Xuanze Zhao Zixiao Jiang Shamsul Nahar Abdullah Deshinta Arrova Dewi 63 0 0 23 Aug 2024
A federated large language model for long-term time series forecasting Raed Abdel Sater A. B. Hamza AI4TS 44 4 0 30 Jul 2024
Machine Learning for Predicting Chaotic Systems Christof Schötz Alistair J R White Maximilian Gelbrecht Niklas Boers AI4CE 89 4 0 29 Jul 2024
Channel-Aware Low-Rank Adaptation in Time Series Forecasting Tong Nie Yuewen Mei Guoyang Qin Jiangming Sun Wei Ma BDL AI4TS 62 9 0 24 Jul 2024
TimeInf: Time Series Data Contribution via Influence Functions Yizi Zhang Jingyan Shen Xiaoxue Xiong Yongchan Kwon AI4TS TDI 83 1 0 21 Jul 2024
LETS-C: Leveraging Text Embedding for Time Series Classification Rachneet Kaur Zhen Zeng T. Balch Manuela Veloso AI4TS 73 0 0 09 Jul 2024
Multiple-Resolution Tokenization for Time Series Forecasting with an Application to Pricing Egon Persak Miguel F. Anjos Sebastian Lautz Aleksandar Kolev AI4TS 102 0 0 03 Jul 2024
Fredformer: Frequency Debiased Transformer for Time Series Forecasting Xihao Piao Zheng Chen Taichi Murayama Yasuko Matsubara Yasushi Sakurai AI4TS 85 25 0 13 Jun 2024
DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting Yuxuan Shu Vasileios Lampos AI4TS AI4CE 149 2 0 11 Jun 2024
TSCMamba: Mamba Meets Multi-View Learning for Time Series Classification Md Atik Ahamed Qiang Cheng Mamba 117 3 0 06 Jun 2024
Towards Dynamic Trend Filtering through Trend Point Detection with Reinforcement Learning Jihyeon Seong Sekwang Oh Jaesik Choi AI4TS 117 0 0 06 Jun 2024
FTS: A Framework to Find a Faithful TimeSieve Songning Lai Ninghui Feng Haochen Sui Ze Ma Hao Wang Zichen Song Hang Zhao Yutao Yue AI4TS 159 17 0 30 May 2024
Low-Resource Crop Classification from Multi-Spectral Time Series Using Lossless Compressors Wei Cheng Hongrui Ye Xiao Wen Jiachen Zhang Jiping Xu Feifan Zhang 60 0 0 28 May 2024
Efficient Time Series Processing for Transformers and State-Space Models through Token Merging Leon Götz Marcel Kollovieh Stephan Günnemann Leo Schwinn 89 3 0 28 May 2024
FlightPatchNet: Multi-Scale Patch Network with Differential Coding for Flight Trajectory Prediction Lan Wu Xuebin Wang Ruijuan Chu Guangyi Liu Yingchun Chen Jing Zhang Linyu Wang 108 0 0 25 May 2024
Scaling Law for Time Series Forecasting Jingzhe Shi Qinwei Ma Huan Ma Lei Li AI4TS 120 8 0 24 May 2024
MultiCast: Zero-Shot Multivariate Time Series Forecasting Using LLMs Georgios Chatzigeorgakidis Konstantinos Lentzos Dimitrios Skoutas AI4TS 76 4 0 23 May 2024
Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers Xin Cheng Preslav Nakov Shuqi Li Di Luo Xun Wang Dongyan Zhao Rui Yan AI4TS 94 2 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 56 1 0 22 May 2024
Adaptive Convolutional Forecasting Network Based on Time Series Feature-Driven Dandan Zhang Zhiqiang Zhang Nanguang Chen Yun Wang AI4TS 75 0 0 20 May 2024
Enhancing Maritime Trajectory Forecasting via H3 Index and Causal Language Modelling (CLM) Nicolas Drapier Aladine Chetouani A. Chateigner 62 3 0 15 May 2024
DGCformer: Deep Graph Clustering Transformer for Multivariate Time Series Forecasting Qinshuo Liu Yanwen Fang Pengtao Jiang Guodong Li AI4TS 44 0 0 14 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 88 1 0 02 May 2024
Leverage Multi-source Traffic Demand Data Fusion with Transformer Model for Urban Parking Prediction Yin Huang Yongqi Dong Youhua Tang Li Li 28 2 0 02 May 2024
Data Augmentation Policy Search for Long-Term Forecasting Liran Nochumsohn Omri Azencot AI4TS TPM 148 5 0 01 May 2024
Evaluating the effectiveness of predicting covariates in LSTM Networks for Time Series Forecasting Gareth Davies AI4TS 125 1 0 29 Apr 2024
Efficient Deterministic Renewable Energy Forecasting Guided by Multiple-Location Weather Data C. Symeonidis N. Nikolaidis 141 1 0 26 Apr 2024
Variational quantization for state space models Etienne David Jean Bellot Sylvain Le Corff AI4TS BDL 77 1 0 17 Apr 2024
IIP-Mixer:Intra-Inter Patch Mixing Architecture for Battery Remaining Useful Life Prediction G. Ye Li Feng Jianlan Guo Yuqiang Chen KELM 56 0 0 27 Mar 2024
Unifying Lane-Level Traffic Prediction from a Graph Structural Perspective: Benchmark and Baseline Shuhao Li Yue Cui Jingyi Xu Libin Li Lingkai Meng Weidong Yang Fan Zhang Xiaofang Zhou AI4TS 56 1 0 22 Mar 2024
P2LHAP:Wearable sensor-based human activity recognition, segmentation and forecast through Patch-to-Label Seq2Seq Transformer Shuangjian Li Tao Zhu Mingxing Nie Huansheng Ning Zhenyu Liu L. Chen AI4TS 79 0 0 13 Mar 2024
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning Peiyuan Liu Hang Guo Tao Dai Naiqi Li Jigang Bao Xudong Ren Yong Jiang Shu-Tao Xia AI4TS 162 31 0 12 Mar 2024
tsGT: Stochastic Time Series Modeling With Transformer Lukasz Kuciñski Witold Drzewakowski Mateusz Olko Piotr Kozakowski Lukasz Maziarka Marta Emilia Nowakowska Lukasz Kaiser Piotr Milo's 71 1 0 08 Mar 2024
Edge-based Parametric Digital Twins for Intelligent Building Indoor Climate Modeling Zhongjun Ni Chi Zhang M. Karlsson Shaofang Gong AI4CE 66 0 0 07 Mar 2024
UNITS: A Unified Multi-Task Time Series Model Shanghua Gao Teddy Koker Owen Queen Thomas Hartvigsen Theodoros Tsiligkaridis Marinka Zitnik AI4TS 109 26 0 29 Feb 2024