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
Learning Latent Spaces for Domain Generalization in Time Series Forecasting Songgaojun Deng Maarten de Rijke CML AI4TS OOD BDL 66 0 0 15 Dec 2024
UTSD: Unified Time Series Diffusion Model Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu 69 0 0 04 Dec 2024
Video LLMs for Temporal Reasoning in Long Videos Fawad Javed Fateh Umer Ahmed Hamza Khan M. Zia Quoc-Huy Tran VLM 81 0 0 04 Dec 2024
FSMLP: Modelling Channel Dependencies With Simplex Theory Based Multi-Layer Perceptions In Frequency Domain Zhengnan Li Haoxuan Li Hao Wang Jun Fang Duoyin Li Yunxiao Qin AI4TS 129 0 0 02 Dec 2024
MuSiCNet: A Gradual Coarse-to-Fine Framework for Irregularly Sampled Multivariate Time Series Analysis Jiexi Liu Meng Cao Songcan Chen AI4TS 72 0 0 02 Dec 2024
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 62 0 0 01 Dec 2024
Act Now: A Novel Online Forecasting Framework for Large-Scale Streaming Data Daojun Liang Haixia Zhang Jing Wang Dongfeng Yuan Minggao Zhang AI4TS 84 0 0 28 Nov 2024
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Yuang Zhao Tianyu Li Jiadong Chen Shenrong Ye Fuxin Jiang Tieying Zhang Xiaofeng Gao AI4TS 112 0 0 26 Nov 2024
Tackling Data Heterogeneity in Federated Time Series Forecasting Wei Yuan Guanhua Ye Xiangyu Zhao Quoc Viet Hung Nguyen Yang Cao Hongzhi Yin AI4TS 69 0 0 24 Nov 2024
TSINR: Capturing Temporal Continuity via Implicit Neural Representations for Time Series Anomaly Detection Mengxuan Li Ke Liu Hongyang Chen Jiajun Bu Hongwei Wang Haishuai Wang AI4TS 91 0 0 18 Nov 2024
Knowledge-enhanced Transformer for Multivariate Long Sequence Time-series Forecasting Shubham Tanaji Kakde Rony Mitra Jasashwi Mandal Manoj Kumar Tiwari KELM AI4TS 28 0 0 17 Nov 2024
Human Arm Pose Estimation with a Shoulder-worn Force-Myography Device for Human-Robot Interaction Rotem Atari Eran Bamani A. Sintov 21 0 0 12 Nov 2024
Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis Qiang Wu Gechang Yao Zhixi Feng Shuyuan Yang AI4TS 21 1 0 07 Nov 2024
Series-to-Series Diffusion Bridge Model Hao Yang Zhanbo Feng Feng Zhou Robert C. Qiu Zenan Ling AI4TS DiffM 25 0 0 07 Nov 2024
$k$ NN Attention Demystified: A Theoretical Exploration for Scalable Transformers Themistoklis Haris 31 0 0 06 Nov 2024
Fully Automated Correlated Time Series Forecasting in Minutes Xinle Wu Xingjian Wu Dalin Zhang Miao Zhang Chenjuan Guo Bin Yang Christian S. Jensen AI4TS 22 4 0 06 Nov 2024
Energy Price Modelling: A Comparative Evaluation of four Generations of Forecasting Methods Alexandru-Victor Andrei Georg Velev Filip-Mihai Toma Daniel Traian Pele Stefan Lessmann AI4TS 47 1 0 05 Nov 2024
A Mamba Foundation Model for Time Series Forecasting Haoyu Ma Yushu Chen Wenlai Zhao Jinzhe Yang Yingsheng Ji Xinghua Xu Xiaozhu Liu Hao Jing Shengzhuo Liu Guangwen Yang AI4TS Mamba 41 1 0 05 Nov 2024
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 38 6 0 05 Nov 2024
FilterNet: Harnessing Frequency Filters for Time Series Forecasting Kun Yi Jingru Fei Qi Zhang Hui He Shufeng Hao Defu Lian Wei Fan AI4TS 46 8 0 03 Nov 2024
PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting Yanlong Wang J. Xu Fei Ma Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 31 1 0 03 Nov 2024
Prospective Learning: Learning for a Dynamic Future Ashwin De Silva Rahul Ramesh Rubing Yang Siyu Yu Joshua T. Vogelstein Pratik Chaudhari AI4TS 58 0 0 31 Oct 2024
Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting Zongjiang Shang Ling Chen Binqing Wu Dongliang Cui AI4TS AI4CE 31 1 0 31 Oct 2024
RAM: Replace Attention with MLP for Efficient Multivariate Time Series Forecasting Suhan Guo Jiahong Deng Yi Wei Hui Dou F. Shen Jian Zhao AI4TS 91 0 0 31 Oct 2024
FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities Jingge Xiao Yile Chen Gao Cong Wolfgang Nejdl Simon Gottschalk AI4TS 26 0 0 30 Oct 2024
DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting Zhiding Liu Jiqian Yang Qingyang Mao Yuze Zhao Mingyue Cheng Zhi Li Qi Liu Enhong Chen AI4TS 22 0 0 30 Oct 2024
WaveRoRA: Wavelet Rotary Route Attention for Multivariate Time Series Forecasting Aobo Liang Y. Sun Nadra Guizani AI4TS 26 1 0 30 Oct 2024
A Temporal Linear Network for Time Series Forecasting Remi Genet Hugo Inzirillo AI4TS 24 3 0 28 Oct 2024
LinFormer: A Linear-based Lightweight Transformer Architecture For Time-Aware MIMO Channel Prediction Yanliang Jin Yifan Wu Yuan Gao Shunqing Zhang Shugong Xu Cheng-Xiang Wang 14 1 0 28 Oct 2024
Temporal Streaming Batch Principal Component Analysis for Time Series Classification Enshuo Yan Huachuan Wang Weihao Xia 27 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 77 0 0 28 Oct 2024
PMM-Net: Single-stage Multi-agent Trajectory Prediction with Patching-based Embedding and Explicit Modal Modulation Huajian Liu W. Dong Kunpeng Fan Chao Wang Yongzhuo Gao 24 0 0 25 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 27 10 0 25 Oct 2024
Retrieval-Augmented Diffusion Models for Time Series Forecasting Jingwei Liu Ling Yang Hongyan Li Shenda Hong DiffM AI4TS 24 4 0 24 Oct 2024
TripCast: Pre-training of Masked 2D Transformers for Trip Time Series Forecasting Yuhua Liao Zetian Wang Peng Wei Qiangqiang Nie Zhenhua Zhang AI4TS 13 0 0 24 Oct 2024
xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories Maurice Kraus Felix Divo D. Dhami Kristian Kersting AI4TS 28 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 74 0 0 22 Oct 2024
Forecasting Opioid Incidents for Rapid Actionable Data for Opioid Response in Kentucky Aaron D. Mullen Daniel Harris Peter Rock Svetla Slavova Jeffery Talbert V. Bumgardner 20 0 0 21 Oct 2024
Forecasting Company Fundamentals Felix Divo Eric Endress Kevin Endler Kristian Kersting D. Dhami AI4TS 20 0 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 17 0 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 8 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 16 1 0 19 Oct 2024
Analyzing Deep Transformer Models for Time Series Forecasting via Manifold Learning Ilya Kaufman Omri Azencot AI4TS 29 2 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 72 2 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 16 1 0 16 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 59 12 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 57 8 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 25 2 0 15 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
Multimodal Physical Activity Forecasting in Free-Living Clinical Settings: Hunting Opportunities for Just-in-Time Interventions Abdullah Mamun Krista S. Leonard Megan E. Petrov Matthew P. Buman Hassan Ghasemzadeh 16 1 0 12 Oct 2024