Are Transformers Effective for Time Series Forecasting?

26 May 2022

Ailing Zeng

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

50 / 541 papers shown

Title
Towards Dynamic Trend Filtering through Trend Point Detection with Reinforcement Learning Jihyeon Seong Sekwang Oh Jaesik Choi AI4TS 37 0 0 06 Jun 2024
TSCMamba: Mamba Meets Multi-View Learning for Time Series Classification Md. Atik Ahamed Qiang Cheng Mamba 58 1 0 06 Jun 2024
CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting Jianrong Ding Zhanyu Liu Guanjie Zheng Haiming Jin Linghe Kong AI4TS DD 37 3 0 04 Jun 2024
Frequency Enhanced Pre-training for Cross-city Few-shot Traffic Forecasting Zhanyu Liu Jianrong Ding Guanjie Zheng AI4TS 18 2 0 03 Jun 2024
Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching Fernando Moreno-Pino Alvaro Arroyo H. Waldon Xiaowen Dong Álvaro Cartea AI4TS 32 1 0 31 May 2024
MGCP: A Multi-Grained Correlation based Prediction Network for Multivariate Time Series Zhicheng Chen Xi Xiao Ke-Li Xu Zhong Zhang Yu Rong Qing Li Guojun Gan Zhiqiang Xu Peilin Zhao AI4TS 38 0 0 30 May 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 37 14 0 30 May 2024
Multiscale Spatio-Temporal Enhanced Short-term Load Forecasting of Electric Vehicle Charging Stations Zongbao Zhang Jiao Hao Wenmeng Zhao Yan Liu Yaohui Huang Xinhang Luo 16 1 0 29 May 2024
Hierarchical Classification Auxiliary Network for Time Series Forecasting Yanru Sun Zongxia Xie Dongyue Chen Emadeldeen Eldele Qinghua Hu AI4TS 53 3 0 29 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 16 0 0 28 May 2024
ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks Wanlin Cai Kun Wang Hao Wu Xiaoxu Chen Yuankai Wu AI4TS 14 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 16 1 0 28 May 2024
RSET: Remapping-based Sorting Method for Emotion Transfer Speech Synthesis Haoxiang Shi Jianzong Wang Xulong Zhang Ning Cheng Jun Yu Jing Xiao 30 2 0 27 May 2024
Are Self-Attentions Effective for Time Series Forecasting? Dongbin Kim Jinseong Park Jaewook Lee Hoki Kim AI4TS 26 2 0 27 May 2024
MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting Xiuding Cai Yaoyao Zhu Xueyao Wang Yu Yao Mamba AI4TS 33 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 35 7 0 25 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 14 0 0 25 May 2024
Personalized Adapter for Large Meteorology Model on Devices: Towards Weather Foundation Models Shengchao Chen Guodong Long Jing Jiang Chengqi Zhang 46 4 0 24 May 2024
NuwaTS: a Foundation Model Mending Every Incomplete Time Series Jinguo Cheng Chunwei Yang Wanlin Cai Yuxuan Liang Yuankai Wu AI4TS 35 1 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 28 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 30 4 0 23 May 2024
MultiCast: Zero-Shot Multivariate Time Series Forecasting Using LLMs Georgios Chatzigeorgakidis Konstantinos Lentzos Dimitrios Skoutas AI4TS 23 3 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 63 97 0 23 May 2024
A Gap in Time: The Challenge of Processing Heterogeneous IoT Point Data in Buildings Xiachong Lin Arian Prabowo Imran Razzak Hao Xue Matthew Amos Sam Behrens Stephen White Flora D. Salim 21 0 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 32 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 19 1 0 23 May 2024
Interpretable Multivariate Time Series Forecasting Using Neural Fourier Transform Noam Koren Kira Radinsky AI4TS 39 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
Beyond Trend and Periodicity: Guiding Time Series Forecasting with Textual Cues Zhijian Xu Yuxuan Bian Jianyuan Zhong Xiangyu Wen Qiang Xu AI4TS 31 11 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 35 1 0 22 May 2024
Score-CDM: Score-Weighted Convolutional Diffusion Model for Multivariate Time Series Imputation Shunyang Zhang Senzhang Wang Hao Miao Hao Chen Changjun Fan Jian Zhang 38 2 0 21 May 2024
Adaptive Convolutional Forecasting Network Based on Time Series Feature-Driven Dandan Zhang Zhiqiang Zhang Nanguang Chen Yun Wang AI4TS 40 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
AdaWaveNet: Adaptive Wavelet Network for Time Series Analysis Han Yu Peikun Guo Akane Sano AI4TS 27 0 0 17 May 2024
WEITS: A Wavelet-enhanced residual framework for interpretable time series forecasting Ziyou Guo Yan Sun Tieru Wu AI4TS 25 2 0 17 May 2024
Enhancing Maritime Trajectory Forecasting via H3 Index and Causal Language Modelling (CLM) Nicolas Drapier Aladine Chetouani A. Chateigner 27 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
Forecasting with Hyper-Trees Alexander März Kashif Rasul 37 0 0 13 May 2024
Predictive Modeling in the Reservoir Kernel Motif Space Peter Tino Robert Simon Fong R. Leonarduzzi AI4TS 19 2 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 14 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 28 1 0 09 May 2024
Concrete Dense Network for Long-Sequence Time Series Clustering Redemptor Jr Laceda Taloma Patrizio Pisani Danilo Comminiello AI4TS 29 0 0 08 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 18 0 0 08 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 23 2 0 06 May 2024
Boosting MLPs with a Coarsening Strategy for Long-Term Time Series Forecasting Nannan Bian Minhong Zhu Li Chen Weiran Cai 18 0 0 06 May 2024
TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning Xiwen Chen Peijie Qiu Wenhui Zhu Huayu Li Hao Wang Aristeidis Sotiras Yalin Wang Abolfazl Razi AI4TS 29 6 0 06 May 2024
Millimeter Wave Radar-based Human Activity Recognition for Healthcare Monitoring Robot Zhanzhong Gu Xiangjian He Gengfa Fang Chengpei Xu Feng Xia Wenjing Jia 30 3 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 22 0 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 13 1 0 02 May 2024