Are Transformers Effective for Time Series Forecasting?

26 May 2022

Ailing Zeng

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

50 / 545 papers shown

Title
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 62 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 38 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 25 1 0 12 Oct 2024
Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models Sathya Kamesh Bhethanabhotla Omar Swelam Julien N. Siems David Salinas Frank Hutter Mamba AI4TS AI4CE 43 5 0 12 Oct 2024
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller M. Menten Daniel Rueckert AI4TS 51 1 0 09 Oct 2024
Task-oriented Time Series Imputation Evaluation via Generalized Representers Zhixian Wang Linxiao Yang Liang Sun Qingsong Wen Yi Wang AI4TS 31 0 0 09 Oct 2024
Toward Physics-guided Time Series Embedding Jiaxi Hu Bowen Zhang Qingsong Wen Fugee Tsung Yuxuan Liang AI4TS AI4CE 34 3 0 09 Oct 2024
Stochastic Sparse Sampling: A Framework for Variable-Length Medical Time Series Classification Xavier Mootoo Alan A. Díaz-Montiel Milad Lankarany Hina Tabassum AI4TS 30 0 0 08 Oct 2024
SwiftQueue: Optimizing Low-Latency Applications with Swift Packet Queuing Siddhant Ray Xi Jiang Jack Luo Nick Feamster Junchen Jiang 49 0 0 08 Oct 2024
Enforcing Interpretability in Time Series Transformers: A Concept Bottleneck Framework Angela van Sprang Erman Acar Willem Zuidema AI4TS 51 1 0 08 Oct 2024
Neural Fourier Modelling: A Highly Compact Approach to Time-Series Analysis Minjung Kim Yusuke Hioka Michael Witbrock AI4TS 34 0 0 07 Oct 2024
Timer-XL: Long-Context Transformers for Unified Time Series Forecasting Yong Liu Guo Qin Xiangdong Huang Jianmin Wang Mingsheng Long AI4TS 29 6 0 07 Oct 2024
Automated Detection of Defects on Metal Surfaces using Vision Transformers Toqa Alaa Mostafa Kotb Arwa Zakaria Mariam Diab Walid Gomaa 25 1 0 06 Oct 2024
Metadata Matters for Time Series: Informative Forecasting with Transformers Jiaxiang Dong Haixu Wu Yuxuan Wang Li Zhang Jianmin Wang Mingsheng Long AI4TS 29 0 0 04 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 33 0 0 04 Oct 2024
Learning K-U-Net with constant complexity: An Application to time series forecasting Jiang You Arben Cela René Natowicz Jacob Ouanounou Patrick Siarry AI4TS 25 0 0 03 Oct 2024
Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series Forecasting Siyang Li Yize Chen Hui Xiong DiffM AI4TS 33 0 0 03 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 45 4 0 03 Oct 2024
MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with 0.1K Parameters Aitian Ma Dongsheng Luo Mo Sha AI4TS 47 1 0 02 Oct 2024
MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting Aitian Ma Dongsheng Luo Mo Sha AI4TS 28 0 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 26 0 0 02 Oct 2024
Frequency Adaptive Normalization For Non-stationary Time Series Forecasting Weiwei Ye Songgaojun Deng Qiaosha Zou Ning Gui AI4TS 36 8 0 30 Sep 2024
A SSM is Polymerized from Multivariate Time Series Haixiang Wu AI4TS 23 0 0 30 Sep 2024
Continuous-Time Linear Positional Embedding for Irregular Time Series Forecasting Byunghyun Kim Jae-Gil Lee AI4TS 26 0 0 30 Sep 2024
Evolving Multi-Scale Normalization for Time Series Forecasting under Distribution Shifts Dalin Qin Yehui Li Weiqi Chen Zhaoyang Zhu Qingsong Wen Liang Sun Pierre Pinson Yi Wang AI4TS 21 0 0 29 Sep 2024
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 28 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 39 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 35 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
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 43 28 0 24 Sep 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 37 4 0 24 Sep 2024
Approximated Orthogonal Projection Unit: Stabilizing Regression Network Training Using Natural Gradient Shaoqi Wang Chunjie Yang Siwei Lou 36 1 0 23 Sep 2024
Transforming Multidimensional Time Series into Interpretable Event Sequences for Advanced Data Mining Xu Yan Yaoting Jiang Wenyi Liu Didi Yi Jianjun Wei AI4TS 19 47 0 22 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 35 0 0 21 Sep 2024
Implicit Reasoning in Deep Time Series Forecasting Willa Potosnak Cristian Challu Mononito Goswami Michał Wiliński Nina Żukowska Artur Dubrawski ReLM AI4TS LRM 40 2 0 17 Sep 2024
Context-Conditioned Spatio-Temporal Predictive Learning for Reliable V2V Channel Prediction Lei Chu Daoud Burghal Rui Wang Michael Neuman A. Molisch 45 0 0 16 Sep 2024
Integration of Mamba and Transformer -- MAT for Long-Short Range Time Series Forecasting with Application to Weather Dynamics Wenqing Zhang Junming Huang Ruotong Wang Changsong Wei Wenqian Huang Yuxin Qiao Mamba 37 10 0 13 Sep 2024
VE: Modeling Multivariate Time Series Correlation with Variate Embedding Shangjiong Wang Zhihong Man Zhengwei Cao Jinchuan Zheng Zhikang Ge AI4TS 33 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
G-NeLF: Memory- and Data-Efficient Hybrid Neural Light Field for Novel View Synthesis Lutao Jiang Lin Wang 28 0 0 09 Sep 2024
UMOD: A Novel and Effective Urban Metro Origin-Destination Flow Prediction Method Peng Xie Minbo Ma Bin Wang Junbo Zhang Tianrui Li 31 0 0 08 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 31 0 0 07 Sep 2024
Real-Time Recurrent Learning using Trace Units in Reinforcement Learning Esraa Elelimy Adam White Michael Bowling Martha White OffRL 40 2 0 02 Sep 2024
DLFormer: Enhancing Explainability in Multivariate Time Series Forecasting using Distributed Lag Embedding Younghwi Kim Dohee Kim Sunghyun Sim AI4TS 29 0 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 31 0 0 28 Aug 2024
Channel-wise Influence: Estimating Data Influence for Multivariate Time Series Muyao Wang Zeke Xie Bo Chen AI4TS TDI 47 0 0 27 Aug 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 26 0 0 23 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