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Are Transformers Effective for Time Series Forecasting?

AAAI Conference on Artificial Intelligence (AAAI), 2022

26 May 2022

Ailing Zeng

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

50 / 486 papers shown

Title
Benchmarking M-LTSF: Frequency and Noise-Based Evaluation of Multivariate Long Time Series Forecasting Models Nick Janßen Melanie Schaller Bodo Rosenhahn AI4TS 128 1 0 06 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
PhaseFormer: From Patches to Phases for Efficient and Effective Time Series Forecasting Yiming Niu Jinliang Deng Yongxin Tong AI4TS 65 0 0 05 Oct 2025
Lightweight and Data-Efficient MultivariateTime Series Forecasting using Residual-Stacked Gaussian (RS-GLinear) Architecture Abukar Ali AI4TS 28 0 0 04 Oct 2025
RAxSS: Retrieval-Augmented Sparse Sampling for Explainable Variable-Length Medical Time Series Classification Aydin Javadov Samir Garibov Tobias Hoesli Qiyang Sun F. Wangenheim J. Ollier Björn Schuller AI4TS 68 0 0 03 Oct 2025
Accuracy Law for the Future of Deep Time Series Forecasting Yuxuan Wang Haixu Wu Yuezhou Ma Yuchen Fang Ziyi Zhang ... Shiyu Wang Zhou Ye Yang Xiang Jianmin Wang Mingsheng Long AI4TS 84 3 0 03 Oct 2025
Fine-Grained Urban Traffic Forecasting on Metropolis-Scale Road Networks Fedor Velikonivtsev Oleg Platonov Gleb Bazhenov Liudmila Prokhorenkova AI4TS 95 0 0 02 Oct 2025
Are Time Series Foundation Models Susceptible to Catastrophic Forgetting? Nouha Karaouli Denis Coquenet Elisa Fromont Martial Mermillod M. Reyboz AI4TS AAML AI4CE 116 0 0 01 Oct 2025
TimeEmb: A Lightweight Static-Dynamic Disentanglement Framework for Time Series Forecasting Mingyuan Xia Chunxu Zhang Zijian Zhang Hao Miao Qidong Liu Yuanshao Zhu Bo Yang AI4TS 120 0 0 01 Oct 2025
A Neuro-Fuzzy System for Interpretable Long-Term Stock Market Forecasting Miha Ožbot Igor Škrjanc Vitomir Štruc AI4TS AIFin 73 0 0 01 Oct 2025
fev-bench: A Realistic Benchmark for Time Series Forecasting Oleksandr Shchur Abdul Fatir Ansari Caner Turkmen Lorenzo Stella Nick Erickson Pablo Guerron Michael Bohlke-Schneider Yuyang Wang AI4TS 125 3 0 30 Sep 2025
ReNF: Rethinking the Design Space of Neural Long-Term Time Series Forecasters Yihang Lu Xianwei Meng Enhong Chen AI4TS BDL 168 0 0 30 Sep 2025
EntroPE: Entropy-Guided Dynamic Patch Encoder for Time Series Forecasting Sachith Abeywickrama Emadeldeen Eldele Ruibing Jin Xiaoli Li Chau Yuen AI4TS 104 0 0 30 Sep 2025
Fidel-TS: A High-Fidelity Benchmark for Multimodal Time Series Forecasting Zhijian Xu Wanxu Cai Xilin Dai Zhaorong Deng Qiang Xu AI4TS 168 1 0 29 Sep 2025
Echo Flow Networks Hongbo Liu Jia Xu AI4TS 156 0 0 28 Sep 2025
FraudTransformer: Time-Aware GPT for Transaction Fraud Detection Gholamali Aminian Andrew Elliott Tiger Li Timothy Cheuk Hin Wong Victor Claude Dehon ... Carsten Maple Christopher Read Martin Brown Gesine Reinert Mo Mamouei AI4TS 62 1 0 28 Sep 2025
Multi-Scale Spatial-Temporal Hypergraph Network with Lead-Lag Structures for Stock Time Series Forecasting Xiangfei Qiu Liu Yang Hanyin Cheng X. Wu Rongjia Wu ... Ding Tu Chenjuan Guo Bin Yang Christian S. Jensen Jilin Hu AIFin AI4TS 154 0 0 28 Sep 2025
IndexNet: Timestamp and Variable-Aware Modeling for Time Series Forecasting Beiliang Wu Peiyuan Liu Yifan Hu Luyan Zhang Ao Hu Zenglin Xu AI4TS 103 0 0 28 Sep 2025
From Noise to Laws: Regularized Time-Series Forecasting via Denoised Dynamic Graphs Hongwei Ma Junbin Gao Minh-Ngoc Tran DiffM AI4TS 63 0 0 27 Sep 2025
Revisiting Multivariate Time Series Forecasting with Missing Values Jie Yang Yifan Hu Kexin Zhang Luyang Niu Yushun Dong Philip S. Yu AI4TS 113 1 0 27 Sep 2025
ProtoTS: Learning Hierarchical Prototypes for Explainable Time Series Forecasting Ziheng Peng Shijie Ren Xinyue Gu Linxiao Yang Xiting Wang Liang Sun AI4TS 217 0 0 27 Sep 2025
Aurora: Towards Universal Generative Multimodal Time Series Forecasting Xingjian Wu Jianxin Jin Wanghui Qiu Peng Chen Yang Shu Bin Yang Chenjuan Guo AI4TS 166 0 0 26 Sep 2025
Unlocking the Power of Mixture-of-Experts for Task-Aware Time Series Analytics Xingjian Wu Zhengyu Li Hanyin Cheng Xiangfei Qiu Jilin Hu Chenjuan Guo Bin Yang AI4TS 166 1 0 26 Sep 2025
Lossless Compression: A New Benchmark for Time Series Model Evaluation Meng Wan Benxi Tian Jue Wang Cui Hui Ningming Nie Tiantian Liu Zongguo Wang Cao Rongqiang Peng Shi Yangang Wang AI4TS 64 0 0 25 Sep 2025
Why Attention Fails: The Degeneration of Transformers into MLPs in Time Series Forecasting Zida Liang Jiayi Zhu Weiqiang Sun AI4TS 64 2 0 25 Sep 2025
CaTS-Bench: Can Language Models Describe Numeric Time Series? Luca Zhou Pratham Yashwante Marshall Fisher Alessio Sampieri Zihao Zhou Fabio Galasso Rose Yu AI4TS 101 0 0 25 Sep 2025
From Samples to Scenarios: A New Paradigm for Probabilistic Forecasting Xilin Dai Zhijian Xu Wanxu Cai Qiang Xu AI4TS 166 0 0 24 Sep 2025
Process-Informed Forecasting of Complex Thermal Dynamics in Pharmaceutical Manufacturing Ramona Rubini Siavash Khodakarami Aniruddha Bora George Karniadakis Michele Dassisti AI4TS AI4CE 35 0 0 24 Sep 2025
Transformer Modeling for Both Scalability and Performance in Multivariate Time Series Hunjae Lee Corey Clark 52 0 0 23 Sep 2025
Conv-like Scale-Fusion Time Series Transformer: A Multi-Scale Representation for Variable-Length Long Time Series Kai Zhang Siming Sun Zhengyu Fan Qinmin Yang Xuejun Jiang AI4TS ViT 100 0 0 22 Sep 2025
StefaLand: An Efficient Geoscience Foundation Model That Improves Dynamic Land-Surface Predictions Nicholas Kraabel Jiangtao Liu Yuchen Bian Daniel Kifer Chaopeng Shen AI4TS 88 0 0 22 Sep 2025
GluMind: Multimodal Parallel Attention and Knowledge Retention for Robust Cross-Population Blood Glucose Forecasting Ebrahim Farahmand Reza Rahimi Azghan Nooshin Taheri Chatrudi Velarie Yaa Ansu-Baidoo Eric Kim ... Owen Krueger Edison Thomaz Giulia Pedrielli Pavan Turaga Hassan Ghasemzadeh AI4TS 80 0 0 22 Sep 2025
TSGym: Design Choices for Deep Multivariate Time-Series Forecasting Shuang Liang Chaochuan Hou Xu Yao Shiping Wang Minqi Jiang Songqiao Han Hailiang Huang AI4TS 169 0 0 21 Sep 2025
Prospective Multi-Graph Cohesion for Multivariate Time Series Anomaly DetectionWeb Search and Data Mining (WSDM), 2025 Jiazhen Chen M. Feng T. Wirjanto AI4TS 60 1 0 21 Sep 2025
MTS-DMAE: Dual-Masked Autoencoder for Unsupervised Multivariate Time Series Representation Learning Yi Xu Yitian Zhang Yun Fu AI4TS 140 0 0 19 Sep 2025
Tsururu: A Python-based Time Series Forecasting Strategies LibraryInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 Alina Kostromina Kseniia Kuvshinova Aleksandr Yugay Ivan A Kireev Dmitry Simakov AI4TS 56 2 0 19 Sep 2025
VMDNet: Time Series Forecasting with Leakage-Free Samplewise Variational Mode Decomposition and Multibranch Decoding Weibin Feng Ran Tao John Cartlidge Jin Zheng AI4TS 42 0 0 18 Sep 2025
DeCoP: Enhancing Self-Supervised Time Series Representation with Dependency Controlled Pre-training Yuemin Wu Zhongze Wu Xiu Su Feng Yang Hongyan Xu Xi Lin Wenti Huang Shan You Chang Xu AI4TS AI4CE 90 0 0 18 Sep 2025
DPANet: Dual Pyramid Attention Network for Multivariate Time Series Forecasting Qianyang Li Xingjun Zhang Shaoxun Wang Jia Wei AI4TS 69 0 0 18 Sep 2025
From Patterns to Predictions: A Shapelet-Based Framework for Directional Forecasting in Noisy Financial Markets Juwon Kim Hyunwook Lee Hyotaek Jeon Seungmin Jin Sungahn Ko AI4TS 72 0 0 18 Sep 2025
Super-Linear: A Lightweight Pretrained Mixture of Linear Experts for Time Series Forecasting Liran Nochumsohn Raz Marshanski Hedi Zisling Omri Azencot AI4TS 76 0 0 18 Sep 2025
Bridging Past and Future: Distribution-Aware Alignment for Time Series Forecasting Yifan Hu Jie Yang Tian Zhou Peiyuan Liu Yujin Tang Rong Jin Liang Sun AI4TS OOD 110 3 0 17 Sep 2025
A Time-Series Foundation Model by Universal Delay Embedding Zijian Wang Peng Tao Jifan Shi Rui Bao Rui Liu Luonan Chen AI4TS AI4CE 96 0 0 15 Sep 2025
A Survey of Reasoning and Agentic Systems in Time Series with Large Language Models Ching Chang Yidan Shi Defu Cao Wei Yang Jeehyun Hwang ... Jiacheng Pang Wei-Yao Wang Yan Liu Wen-Chih Peng Tien-Fu Chen AI4TS LRM 164 1 0 15 Sep 2025
Dynamic Relational Priming Improves Transformer in Multivariate Time Series Hunjae Lee Corey Clark AI4TS 76 0 0 15 Sep 2025
SDGF: Fusing Static and Multi-Scale Dynamic Correlations for Multivariate Time Series Forecasting Shaoxun Wang Xingjun Zhang Qianyang Li Jiawei Cao Zhendong Tan AI4TS 60 0 0 14 Sep 2025
ARMA Block: A CNN-Based Autoregressive and Moving Average Module for Long-Term Time Series Forecasting Myung Jin Kim Yeonghyeon Park I. Yun AI4TS 58 0 0 12 Sep 2025
Towards Scalable and Structured Spatiotemporal Forecasting H. Chen Xiucheng Li Xinyang Chen Jing Li Kehai Chen Liqiang Nie AI4TS 95 0 0 10 Sep 2025
IBN: An Interpretable Bidirectional-Modeling Network for Multivariate Time Series Forecasting with Variable Missing Shusen Ma Tianhao Zhang Qijiu Xia Yun-Bo Zhao AI4TS AI4CE 96 0 0 09 Sep 2025
AdaMixT: Adaptive Weighted Mixture of Multi-Scale Expert Transformers for Time Series ForecastingInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Huanyao Zhang Jiaye Lin Wentao Zhang Haitao Yuan Guoliang Li AI4TS 68 0 0 09 Sep 2025