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"

21 / 21 papers shown

Title
IRNN: Innovation-driven Recurrent Neural Network for Time-Series Data Modeling and Prediction Yifan Zhou Yibo Wang Chao Shang AI4TS 26 0 0 09 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 31 1 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 31 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 C. Huang 73 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 62 0 0 26 Mar 2025
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modelling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang R. Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 88 3 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 60 0 0 03 Mar 2025
Strada-LLM: Graph LLM for traffic prediction Seyed Mohamad Moghadas Yangxintong Lyu Bruno Cornelis Alexandre Alahi Adrian Munteanu AI4TS 56 0 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 52 0 0 30 Jan 2025
FoMo: A Foundation Model for Mobile Traffic Forecasting with Diffusion Model Haoye Chai Shiyuan Zhang Xiaoqian Qi Yong Li 23 0 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 49 0 0 15 Oct 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts X. Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 34 24 0 24 Sep 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 37 4 0 24 Sep 2024
TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables Yuxuan Wang Haixu Wu Jiaxiang Dong Yong Liu Yunzhong Qiu Haoran Zhang Jianmin Wang Mingsheng Long AI4TS 50 43 0 29 Feb 2024
Large Language Models: A Survey Shervin Minaee Tomáš Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 115 347 0 09 Feb 2024
Empowering Time Series Analysis with Large Language Models: A Survey Yushan Jiang Zijie Pan Xikun Zhang Sahil Garg Anderson Schneider Yuriy Nevmyvaka Dongjin Song AI4TS AIFin 84 46 0 05 Feb 2024
Unified Training of Universal Time Series Forecasting Transformers Gerald Woo Chenghao Liu Akshat Kumar Caiming Xiong Silvio Savarese Doyen Sahoo AI4TS 107 152 0 04 Feb 2024
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 55 21 0 04 Feb 2023
Leveraging Language Foundation Models for Human Mobility Forecasting Hao Xue Bhanu Prakash Voutharoja Flora D. Salim AI4TS 109 63 0 11 Sep 2022
CloudRCA: A Root Cause Analysis Framework for Cloud Computing Platforms Yingying Zhang Zhengxiong Guan Huajie Qian Leili Xu Hengbo Liu Qingsong Wen Liang Sun Junwei Jiang L. Fan Minhui Ke 74 55 0 05 Nov 2021
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 164 3,799 0 14 Dec 2020