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Are Transformers Effective for Time Series Forecasting?

AAAI Conference on Artificial Intelligence (AAAI), 2022

26 May 2022

Ailing Zeng

ArXiv (abs)PDF HTML Github (2219★)

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

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Title
DPWMixer: Dual-Path Wavelet Mixer for Long-Term Time Series Forecasting Li Qianyang Zhang Xingjun Wang Shaoxun Wei Jia AI4TS 36 0 0 30 Nov 2025
Ada-MoGE: Adaptive Mixture of Gaussian Expert Model for Time Series Forecasting Zhenliang Ni Xiaowen Ma Zhenkai Wu Shuai Xiao Han Shu X. Chen AI4TS 40 0 0 29 Nov 2025
FiCoTS: Fine-to-Coarse LLM-Enhanced Hierarchical Cross-Modality Interaction for Time Series Forecasting Yafei Lyu Hao Zhou Lu Zhang X. Yang Zhiyong Liu AI4TS 28 0 0 29 Nov 2025
TARFVAE: Efficient One-Step Generative Time Series Forecasting via TARFLOW based VAE Jiawen Wei Lan Jiang Pengbo Wei Ziwen Ye Teng Song Chen Chen Guangrui Ma AI4TS 64 0 0 28 Nov 2025
EnECG: Efficient Ensemble Learning for Electrocardiogram Multi-task Foundation Model Yuhao Xu Xiaoda Wang Jiaying Lu Sirui Ding Defu Cao Huaxiu Yao Yan Liu Xiao Hu Carl Yang 60 1 0 28 Nov 2025
Modèles de Fondation et Ajustement : Vers une Nouvelle Génération de Modèles pour la Prévision des Séries Temporelles Morad Laglil Emilie Devijver Éric Gaussier Bertrand Pracca AI4TS AI4CE VLM 152 0 0 27 Nov 2025
A Multi-View Multi-Timescale Hypergraph-Empowered Spatiotemporal Framework for EV Charging ForecastingIEEE Transactions on Smart Grid (IEEE Trans. Smart Grid), 2025 Jinhao Li Hao Wang AI4TS 21 0 0 27 Nov 2025
RED-F: Reconstruction-Elimination based Dual-stream Contrastive Forecasting for Multivariate Time Series Anomaly Prediction PengYu Chen Xiaohou Shi Yuan Chang Yan Sun Sajal K. Das AI4TS 225 0 0 25 Nov 2025
MSTN: Fast and Efficient Multivariate Time Series Prediction Model Sumit S Shevtekar Chandresh K Maurya AI4TS 131 0 0 25 Nov 2025
Temporal-Visual Semantic Alignment: A Unified Architecture for Transferring Spatial Priors from Vision Models to Zero-Shot Temporal Tasks Xiangkai Ma Han Zhang Wenzhong Li Sanglu Lu AI4TS VGen 239 0 0 25 Nov 2025
PeriodNet: Boosting the Potential of Attention Mechanism for Time Series Forecasting Bowen Zhao Huanlai Xing Zhiwen Xiao Jincheng Peng Li Feng Xinhan Wang R. Qu Hui Li AI4TS 142 0 0 23 Nov 2025
Multi-layer Stack Ensembles for Time Series Forecasting Nathanael Bosch Oleksandr Shchur Nick Erickson Michael Bohlke-Schneider Caner Turkmen AI4TS 133 1 0 19 Nov 2025
Adapformer: Adaptive Channel Management for Multivariate Time Series ForecastingNeural Networks (NN), 2025 Yuchen Luo Xinyu Li Liuhua Peng Mingming Gong AI4TS 79 0 0 18 Nov 2025
Naga: Vedic Encoding for Deep State Space Models Melanie Schaller Nick Janssen Bodo Rosenhahn AI4TS 124 0 0 17 Nov 2025
Filtering Jump Markov Systems with Partially Known Dynamics: A Model-Based Deep Learning Approach George Stamatelis G. C. Alexandropoulos 116 0 0 11 Nov 2025
The Few Govern the Many:Unveiling Few-Layer Dominance for Time Series Models Xin Qiu Junlong Tong Yirong Sun Yunpu Ma Xiaoyu Shen AI4TS 196 0 0 10 Nov 2025
Lightweight Time Series Data Valuation on Time Series Foundation Models via In-Context Finetuning Shunyu Wu Tianyue Li Yixuan Leng Jingyi Suo Jian Lou Dan Li See-Kiong Ng AI4TS 72 0 0 10 Nov 2025
Synapse: Adaptive Arbitration of Complementary Expertise in Time Series Foundational Models Sarkar Snigdha Sarathi Das Palash Goyal Mihir Parmar Yiwen Song Long T. Le Lesly Miculicich Jinsung Yoon Rui Zhang Hamid Palangi Tomas Pfister AI4TS 212 0 0 07 Nov 2025
Multi-period Learning for Financial Time Series ForecastingKnowledge Discovery and Data Mining (KDD), 2025 Xu Zhang Z. Huang Y. Wu Xun Lu Erpeng Qi Yunkai Chen Zhongya Xue Qitong Wang Peng Wang Wei Wang AI4TS 44 1 0 07 Nov 2025
AWEMixer: Adaptive Wavelet-Enhanced Mixer Network for Long-Term Time Series Forecasting Qianyang Li Xingjun Zhang Peng Tao Shaoxun Wang Yancheng Pan Jia Wei AI4TS 92 0 0 06 Nov 2025
TempoPFN: Synthetic Pre-training of Linear RNNs for Zero-shot Time Series Forecasting Vladyslav Moroshan Julien N. Siems Arber Zela Timur Carstensen Frank Hutter AI4TS AI4CE 179 0 0 29 Oct 2025
DistDF: Time-Series Forecasting Needs Joint-Distribution Wasserstein Alignment Hao Wang Licheng Pan Yuan Lu Zhixuan Chu Xiaoxi Li Shuting He Zhichao Chen Haoxuan Li Qingsong Wen Zhouchen Lin AI4TS 142 0 0 28 Oct 2025
DBLoss: Decomposition-based Loss Function for Time Series Forecasting Xiangfei Qiu X. Wu Hanyin Cheng Xvyuan Liu Chenjuan Guo Jilin Hu B. Yang AI4TS 156 8 0 27 Oct 2025
EMTSF:Extraordinary Mixture of SOTA Models for Time Series Forecasting Musleh Alharthi Kaleel Mahmood Sarosh Patel A. Mahmood AI4TS MoE 269 0 0 27 Oct 2025
Bid2X: Revealing Dynamics of Bidding Environment in Online Advertising from A Foundation Model Lens Jiahao Ji Tianyu Wang Y. Li Yushen Huo Zhilin Zhang Chuan Yu Jian Xu Bo Zheng 116 0 0 27 Oct 2025
SynTSBench: Rethinking Temporal Pattern Learning in Deep Learning Models for Time Series Qitai Tan Yiyun Chen Mo Li Ruiwen Gu Yilin Su Xiao-Ping Zhang AI4TS 104 0 0 23 Oct 2025
LLM-Integrated Bayesian State Space Models for Multimodal Time-Series Forecasting Sungjun Cho Changho Shin Suenggwan Jo Xinya Yan Shourjo Aditya Chaudhuri Frederic Sala AI4TS 104 0 0 23 Oct 2025
InvDec: Inverted Decoder for Multivariate Time Series Forecasting with Separated Temporal and Variate Modeling Yuhang Wang AI4TS 53 0 0 23 Oct 2025
Foundation Model Forecasts: Form and Function Alvaro Perez-Diaz James C. Loach Danielle E. Toutoungi Lee Middleton AI4TS 116 0 0 22 Oct 2025
Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency Renzhao Liang Sizhe Xu Chenggang Xie Jingru Chen Feiyang Ren Shu Yang Takahiro Yabe AI4TS 92 0 0 22 Oct 2025
Speculative Sampling for Parametric Temporal Point Processes Marin Bilos Anderson Schneider Yuriy Nevmyvaka AI4TS 85 0 0 22 Oct 2025
SEMPO: Lightweight Foundation Models for Time Series Forecasting Hui He Kun Yi Yuanchi Ma Qi Zhang ZhenDong Niu Guansong Pang AI4TS 128 0 0 22 Oct 2025
An Encode-then-Decompose Approach to Unsupervised Time Series Anomaly Detection on Contaminated Training Data--Extended Version Buang Zhang Tung Kieu Xiangfei Qiu Chenjuan Guo Jilin Hu Aoying Zhou Christian S. Jensen Bin Yang AI4TS 108 1 0 21 Oct 2025
Online Time Series Forecasting with Theoretical Guarantees Zijian Li Changze Zhou Minghao Fu Sanjay Manjunath Fan Feng Guangyi Chen Yingyao Hu Ruichu Cai Kun Zhang AI4TS OOD 132 0 0 21 Oct 2025
Benchmarking Probabilistic Time Series Forecasting Models on Neural Activity Ziyu Lu Anna J. Li Alexander E. Ladd Pascha Matveev Aditya Deole Eric Shea-Brown J. Nathan Kutz Nicholas A. Steinmetz BDL AI4TS 162 0 0 20 Oct 2025
Xihe: Scalable Zero-Shot Time Series Learner Via Hierarchical Interleaved Block Attention Yinbo Sun Yuchen Fang Zhibo Zhu Jia Li Yu Liu Qiwen Deng Jun Zhou Hang Yu Xingyu Lu Lintao Ma AI4TS 251 0 0 20 Oct 2025
Fighter: Unveiling the Graph Convolutional Nature of Transformers in Time Series Modeling Chen Zhang Weixin Bu Wendong Xu Runsheng Yu Yik-Chung Wu Ngai Wong AI4TS BDL 183 0 0 20 Oct 2025
Towards Interpretable and Trustworthy Time Series Reasoning: A BlueSky Vision Kanghui Ning Zijie Pan Yushan Jiang Anderson Schneider Yuriy Nevmyvaka Dongjin Song AI4TS 120 0 0 19 Oct 2025
Structured Temporal Causality for Interpretable Multivariate Time Series Anomaly Detection Dongchan Cho Jiho Han Keumyeong Kang Minsang Kim Honggyu Ryu Namsoon Jung AI4TS CML 112 1 0 18 Oct 2025
Cortical-SSM: A Deep State Space Model for EEG and ECoG Motor Imagery Decoding Shuntaro Suzuki Shunya Nagashima Masayuki Hirata Komei Sugiura 57 1 0 17 Oct 2025
Enhancing Time Series Forecasting through Selective Representation Spaces: A Patch Perspective Xingjian Wu Xiangfei Qiu Hanyin Cheng Zhengyu Li Jilin Hu Chenjuan Guo Bin Yang AI4TS 244 6 0 16 Oct 2025
CoRA: Covariate-Aware Adaptation of Time Series Foundation Models Guo Qin Z. Chen Yong Liu Z. Shi Haixuan Liu Xiangdong Huang Jianmin Wang Mingsheng Long AI4TS AI4CE 92 0 0 14 Oct 2025
A Comprehensive Forecasting-Based Framework for Time Series Anomaly Detection: Benchmarking on the Numenta Anomaly Benchmark (NAB) Mohammad Karami Mostafa Jalali Fatemeh Ghassemi AI4TS 155 0 0 13 Oct 2025
LightSAE: Parameter-Efficient and Heterogeneity-Aware Embedding for IoT Multivariate Time Series Forecasting Yi Ren Xinjie Yu AI4TS 75 0 0 12 Oct 2025
Rethinking deep learning: linear regression remains a key benchmark in predicting terrestrial water storage Wanshu Nie Sujay V. Kumar Junyu Chen Long Zhao Olya Skulovich Jinwoong Yoo Justin Pflug Shahryar Khalique Ahmad Goutam Konapala AI4Cl AI4CE 164 0 0 12 Oct 2025
CATS-Linear: Classification Auxiliary Linear Model for Time Series Forecasting Zipo Jibao Yingyi Fu Xinyang Chen Guoting Chen AI4TS 80 0 0 09 Oct 2025
HTMformer: Hybrid Time and Multivariate Transformer for Time Series Forecasting Tan Wang Yun Wei Dong Tao Zhang AI4TS 227 0 0 08 Oct 2025
Comparison of Fully Homomorphic Encryption and Garbled Circuit Techniques in Privacy-Preserving Machine Learning Inference Kalyan Cheerla Lotfi Ben Othmane Kirill Morozov FedML 76 0 0 08 Oct 2025
Deciphering Invariant Feature Decoupling in Source-free Time Series Forecasting with Proxy Denoising Kangjia Yan Chenxi Liu Hao Miao Xinle Wu Yan Zhao Chenjuan Guo Bin Yang AI4TS 145 0 0 07 Oct 2025
Forecasting-based Biomedical Time-series Data Synthesis for Open Data and Robust AI Youngjoon Lee Seongmin Cho Yehhyun Jo J. Gong Hyunjoo Jenny Lee Joonhyuk Kang AI4TS 96 0 0 06 Oct 2025