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Foundation Models for Time Series Analysis: A Tutorial and Survey

21 March 2024

Haomin Wen

Ming Jin

Papers citing "Foundation Models for Time Series Analysis: A Tutorial and Survey"

46 / 46 papers shown

Title
Are Time-Series Foundation Models Deployment-Ready? A Systematic Study of Adversarial Robustness Across Domains Jiawen Zhang Zhenwei Zhang Shun Zheng Xumeng Wen Jia Li Jiang Bian AI4TS AAML 161 0 0 26 May 2025
Efficient Multivariate Time Series Forecasting via Calibrated Language Models with Privileged Knowledge Distillation Chenxi Liu Hao Miao Qianxiong Xu Shaowen Zhou Cheng Long Yan Zhao Ziyue Li Rui Zhao AI4TS 156 7 0 04 May 2025
FACT: Foundation Model for Assessing Cancer Tissue Margins with Mass Spectrometry Mohammad Farahmand A. Jamzad Fahimeh Fooladgar Laura Connolly Martin Kaufmann Kevin Yi Mi Ren John Rudan Doug McKay Gabor Fichtinger P. Mousavi 95 0 0 15 Apr 2025
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu Chenyu Huang 206 0 0 02 Apr 2025
Comparative analysis and evaluation of ageing forecasting methods for semiconductor devices in online health monitoring Adrian Villalobos Iban Barrutia Rafael Pena-Alzola Tomislav Dragicevic Jose I. Aizpurua 164 0 0 26 Mar 2025
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modeling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang Riza Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 411 4 0 04 Mar 2025
Large AI Model for Delay-Doppler Domain Channel Prediction in 6G OTFS-Based Vehicular Networks Jianzhe Xue Dongcheng Yuan Zhanxi Ma Tiankai Jiang Yu Sun Haibo Zhou Xuemin Shen 107 2 0 03 Mar 2025
Lightweight Online Adaption for Time Series Foundation Model Forecasts Thomas L. Lee William Toner Rajkarn Singh Artjom Joosem Martin Asenov AI4TS 118 1 0 18 Feb 2025
Performance of Zero-Shot Time Series Foundation Models on Cloud Data William Toner Thomas L. Lee Artjom Joosen Rajkarn Singh Martin Asenov AI4TS 131 2 0 18 Feb 2025
Strada-LLM: Graph LLM for traffic prediction Seyed Mohamad Moghadas Yangxintong Lyu Bruno Cornelis Alexandre Alahi Adrian Munteanu AI4TS 99 1 0 17 Feb 2025
GDformer: Going Beyond Subsequence Isolation for Multivariate Time Series Anomaly Detection Qingxiang Liu Chenghao Liu Sheng Sun Di Yao Yuxuan Liang AI4TS 138 0 0 30 Jan 2025
Exploring Kolmogorov-Arnold Networks for Interpretable Time Series Classification Irina Barašin Blaž Bertalanič M. Mohorčič Carolina Fortuna AI4TS 343 3 0 22 Nov 2024
PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting Yanlong Wang Jinfeng Xu Fei Ma Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 119 1 0 03 Nov 2024
FoMo: A Foundation Model for Mobile Traffic Forecasting with Diffusion Model Haoye Chai Shiyuan Zhang Xiaoqian Qi Yong Li 157 1 0 20 Oct 2024
Transfer Learning with Foundational Models for Time Series Forecasting using Low-Rank Adaptations M. Germán-Morales A. J. Rivera-Rivas M. J. del Jesus Díaz C. J. Carmona AI4TS AI4CE 253 0 0 15 Oct 2024
Repurposing Foundation Model for Generalizable Medical Time Series Classification Nan Huang Haishuai Wang Zihuai He Marinka Zitnik Xiang Zhang AI4TS OOD 89 3 0 03 Oct 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 243 8 0 24 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 123 54 0 24 Sep 2024
Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction Cheng Feng Long Huang Denis Krompass AI4TS 92 5 0 12 Feb 2024
Large Language Models: A Survey Shervin Minaee Tomas Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 212 417 0 09 Feb 2024
Deep Learning for Multivariate Time Series Imputation: A Survey Jun Wang Wenjie Du Yiyuan Yang Linglong Qian Wei Cao Yuxuan Liang Wenjia Wang Yuxuan Liang Qingsong Wen AI4TS SyDa BDL 113 44 0 06 Feb 2024
Large Pre-trained time series models for cross-domain Time series analysis tasks Harshavardhan Kamarthi B. A. Prakash VLM AI4TS 108 12 0 19 Nov 2023
Large Language Models Are Zero-Shot Time Series Forecasters Nate Gruver Marc Finzi Shikai Qiu Andrew Gordon Wilson AI4TS 95 370 0 11 Oct 2023
Where Would I Go Next? Large Language Models as Human Mobility Predictors Xinglei Wang Meng Fang Zichao Zeng Tao Cheng 56 59 0 29 Aug 2023
TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series Chenxi Sun Hongyan Li Yaliang Li linda Qiao AI4TS 91 129 0 16 Aug 2023
DYffusion: A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting Salva Rühling Cachay Bo Zhao Hailey James Rose Yu DiffM AI4TS 218 69 0 03 Jun 2023
Building Transportation Foundation Model via Generative Graph Transformer Xuhong Wang Ding Wang Liang Chen Yilun Lin AI4CE 54 23 0 24 May 2023
RWKV: Reinventing RNNs for the Transformer Era Bo Peng Eric Alcaide Quentin G. Anthony Alon Albalak Samuel Arcadinho ... Qihang Zhao P. Zhou Qinghua Zhou Jian Zhu Rui-Jie Zhu 235 609 0 22 May 2023
W-MAE: Pre-trained weather model with masked autoencoder for multi-variable weather forecasting Xin Man Chenghong Zhang Jin Feng Changyu Li Jie Shao AI4Cl 111 25 0 18 Apr 2023
FengWu: Pushing the Skillful Global Medium-range Weather Forecast beyond 10 Days Lead Kan Chen Tao Han Junchao Gong Lei Bai Fenghua Ling ... Rui Su Yuanzheng Ci Bin Li Xiaokang Yang Wanli Ouyang AI4Cl AI4CE 203 189 0 06 Apr 2023
PriSTI: A Conditional Diffusion Framework for Spatiotemporal Imputation Mingzhe Liu Han Huang Hao Feng Leilei Sun Bowen Du Yanjie Fu DiffM 91 55 0 20 Feb 2023
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation Kun Yi Qi Zhang LongBing Cao Shoujin Wang Guodong Long Liang Hu Hui He ZhenDong Niu Wei Fan Hui Xiong AI4TS 142 25 0 04 Feb 2023
DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models Haomin Wen Youfang Lin Yutong Xia Huaiyu Wan Qingsong Wen Roger Zimmermann Yuxuan Liang DiffM 92 91 0 31 Jan 2023
Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological Data Shen Chen Guodong Long Tao Shen Jing Jiang AI4TS 95 37 0 22 Jan 2023
Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics Jiawei Jiang Dayan Pan Houxing Ren Xiaohan Jiang Chao Li Jingyuan Wang AI4TS 79 71 0 17 Nov 2022
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Zezhi Shao Zhao Zhang Fei Wang Yongjun Xu AI4TS 95 226 0 18 Jun 2022
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency Xiang Zhang Ziyuan Zhao Theodoros Tsiligkaridis Marinka Zitnik AI4TS 135 291 0 17 Jun 2022
GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records Xi Yang Aokun Chen Nima M. Pournejatian Hoo-Chang Shin Kaleb E. Smith ... Duane A. Mitchell W. Hogan E. Shenkman Jiang Bian Yonghui Wu AI4MH LM&MA 91 540 0 02 Feb 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 505 15,788 0 20 Dec 2021
Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy Jiehui Xu Haixu Wu Jianmin Wang Mingsheng Long AI4TS 95 504 0 06 Oct 2021
When Do Contrastive Learning Signals Help Spatio-Temporal Graph Forecasting? Xu Liu Yuxuan Liang Chao Huang Yu Zheng Bryan Hooi Roger Zimmermann AI4TS 58 63 0 26 Aug 2021
AdaRNN: Adaptive Learning and Forecasting of Time Series Yuntao Du Jindong Wang Wenjie Feng Sinno Jialin Pan Tao Qin Renjun Xu Chongjun Wang AI4TS 73 250 0 10 Aug 2021
TS2Vec: Towards Universal Representation of Time Series Zhihan Yue Yujing Wang Juanyong Duan Tianmeng Yang Congrui Huang Yu Tong Bixiong Xu AI4TS 109 584 0 19 Jun 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 225 2,168 0 29 Mar 2021
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 393 18,897 0 13 Feb 2020
Recurrent Neural Networks for Time Series Forecasting: Current Status and Future Directions Hansika Hewamalage Christoph Bergmeir Kasun Bandara AI4TS 90 901 0 02 Sep 2019