LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters

16 August 2023

Papers citing "LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters"

33 / 33 papers shown

Title
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
Ethereum Price Prediction Employing Large Language Models for Short-term and Few-shot Forecasting Eftychia Makri Georgios Palaiokrassas Sarah Bouraga Antigoni Polychroniadou Leandros Tassiulas AIFin 27 0 0 29 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 40 0 0 22 Mar 2025
A Time Series Multitask Framework Integrating a Large Language Model, Pre-Trained Time Series Model, and Knowledge Graph Shule Hao Junpeng Bao Chuncheng Lu AI4TS KELM 41 0 0 10 Mar 2025
AutoIOT: LLM-Driven Automated Natural Language Programming for AIoT Applications Leming Shen Qiang Yang Yuanqing Zheng Mo Li 41 1 0 07 Mar 2025
FLARE: A Framework for Stellar Flare Forecasting using Stellar Physical Properties and Historical Records Bingke Zhu Xiaoxiao Wang Minghui Jia Yihan Tao Xiao Kong Ali Luo Yingying Chen Ming Tang J. T. Wang 40 0 0 25 Feb 2025
ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models Shixuan Li Wei Yang Peiyu Zhang Xiongye Xiao Defu Cao Yuehan Qin X. Zhang Yue Zhao Paul Bogdan 56 1 0 16 Feb 2025
TOKON: TOKenization-Optimized Normalization for time series analysis with a large language model Janghoon Yang AI4TS 60 0 0 08 Feb 2025
LAST SToP For Modeling Asynchronous Time Series Shubham Gupta Thibaut Durand Graham Taylor Lilian W. Białokozowicz AI4TS 37 0 0 04 Feb 2025
Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities Mingyu Jin Hua Tang Chong Zhang Qinkai Yu Chengzhi Liu Suiyuan Zhu Yongfeng Zhang Mengnan Du AI4TS 90 26 0 31 Dec 2024
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 59 0 0 01 Dec 2024
PSformer: Parameter-efficient Transformer with Segment Attention for Time Series Forecasting Yanlong Wang J. Xu Fei Ma Shao-Lun Huang Danny Dongning Sun Xiao-Ping Zhang AI4TS 24 1 0 03 Nov 2024
Decoding Time Series with LLMs: A Multi-Agent Framework for Cross-Domain Annotation M. Lin Z. Chen Yanchi Liu Xujiang Zhao Zongyu Wu Junxiang Wang Xiang Zhang Suhang Wang Haifeng Chen AI4TS 20 7 0 22 Oct 2024
Revisited Large Language Model for Time Series Analysis through Modality Alignment L. Zheng Chang Dong W. Zhang Lin Yue Miao Xu Olaf Maennel Weitong Chen AI4TS 41 2 0 16 Oct 2024
SensorLLM: Aligning Large Language Models with Motion Sensors for Human Activity Recognition Zechen Li Shohreh Deldari Linyao Chen Hao Xue Flora D. Salim 34 6 0 14 Oct 2024
SwiftQueue: Optimizing Low-Latency Applications with Swift Packet Queuing Siddhant Ray Xi Jiang Jack Luo Nick Feamster Junchen Jiang 28 0 0 08 Oct 2024
Towards Time Series Reasoning with LLMs Winnie Chow Lauren Gardiner Haraldur T. Hallgrímsson Maxwell A. Xu Shirley You Ren AI4TS LRM 16 0 0 17 Sep 2024
Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning Junlin He Tong Nie Wei Ma AI4TS 24 2 0 22 Aug 2024
CrowdTransfer: Enabling Crowd Knowledge Transfer in AIoT Community Yan Liu Bin Guo Nuo Li Yasan Ding Zhouyangzi Zhang Zhiwen Yu 30 0 0 09 Jul 2024
Can Language Models Use Forecasting Strategies? Sarah Pratt Seth Blumberg Pietro K. Carolino Meredith Ringel Morris ELM 23 3 0 06 Jun 2024
Scaling Law for Time Series Forecasting Jingzhe Shi Qinwei Ma Huan Ma Lei Li AI4TS 31 8 0 24 May 2024
Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities Hao Zhou Chengming Hu Ye Yuan Yufei Cui Yili Jin ... Di Wu Xue Liu Charlie Zhang Xianbin Wang Jiangchuan Liu 30 11 0 17 May 2024
SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters Shengsheng Lin Weiwei Lin Wentai Wu Haojun Chen Junjie Yang 22 35 0 02 May 2024
CoRAST: Towards Foundation Model-Powered Correlated Data Analysis in Resource-Constrained CPS and IoT Yi Hu Jinhang Zuo Alanis Zhao Bob Iannucci Carlee Joe-Wong 21 0 0 27 Mar 2024
Towards Modeling Learner Performance with Large Language Models Seyed Parsa Neshaei Richard Lee Davis Adam Hazimeh Bojan Lazarevski Pierre Dillenbourg Tanja Kaser AI4Ed 28 5 0 29 Feb 2024
Changes by Butterflies: Farsighted Forecasting with Group Reservoir Transformer Md Kowsher Abdul Rafae Khan Jia Xu 13 0 0 14 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 81 46 0 05 Feb 2024
GPT4Point: A Unified Framework for Point-Language Understanding and Generation Zhangyang Qi Ye Fang Zeyi Sun Xiaoyang Wu Tong Wu Jiaqi Wang Dahua Lin Hengshuang Zhao MLLM 71 35 0 05 Dec 2023
GATGPT: A Pre-trained Large Language Model with Graph Attention Network for Spatiotemporal Imputation Yakun Chen Xianzhi Wang Guandong Xu AI4TS 18 17 0 24 Nov 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 31 116 0 16 Oct 2023
Pushing the Limits of Pre-training for Time Series Forecasting in the CloudOps Domain Gerald Woo Chenghao Liu Akshat Kumar Doyen Sahoo AI4TS AI4CE 16 12 0 08 Oct 2023
Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model Deepanway Ghosal Navonil Majumder Ambuj Mehrish Soujanya Poria 135 137 0 24 Apr 2023
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 161 3,799 0 14 Dec 2020