PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting

20 September 2022

Papers citing "PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting"

50 / 84 papers shown

Title
Context-Aware Probabilistic Modeling with LLM for Multimodal Time Series Forecasting Yueyang Yao Jiajun Li Xingyuan Dai MengMeng Zhang Xiaoyan Gong Fei-Yue Wang Yisheng Lv AI4TS 24 0 0 16 May 2025
Informed Forecasting: Leveraging Auxiliary Knowledge to Boost LLM Performance on Time Series Forecasting Mohammadmahdi Ghasemloo Alireza Moradi AI4TS 21 0 0 15 May 2025
I Know What You Said: Unveiling Hardware Cache Side-Channels in Local Large Language Model Inference Zibo Gao Junjie Hu Feng Guo Yixin Zhang Yinglong Han Siyuan Liu Haiyang Li Zhiqiang Lv 31 0 0 10 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 37 2 0 04 May 2025
Dual-Forecaster: A Multimodal Time Series Model Integrating Descriptive and Predictive Texts Wenfa Wu Guanyu Zhang Zheng Tan Yi Wang Hongsheng Qi AI4TS 48 1 0 02 May 2025
Multimodal Conditioned Diffusive Time Series Forecasting Chen Su Yuanhe Tian Yan Song DiffM AI4TS 60 0 0 28 Apr 2025
Enhancing Time Series Forecasting via Multi-Level Text Alignment with LLMs Taibiao Zhao Xiaobing Chen Mingxuan Sun AI4TS 38 0 0 10 Apr 2025
From Text to Time? Rethinking the Effectiveness of the Large Language Model for Time Series Forecasting Xinyu Zhang Shanshan Feng Xutao Li AI4TS 26 0 0 09 Apr 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 42 0 0 22 Mar 2025
MFRS: A Multi-Frequency Reference Series Approach to Scalable and Accurate Time-Series Forecasting Liang Yu Lai Tu Xiang Bai AI4TS 54 0 0 11 Mar 2025
LangTime: A Language-Guided Unified Model for Time Series Forecasting with Proximal Policy Optimization Wenzhe Niu Zongxia Xie Yanru Sun Wei He Man Xu Chao Hao AI4TS 50 1 0 11 Mar 2025
Small but Mighty: Enhancing Time Series Forecasting with Lightweight LLMs Haoran Fan Bin Li Yixuan Weng Shoujun Zhou AI4TS 58 0 0 05 Mar 2025
RAAD-LLM: Adaptive Anomaly Detection Using LLMs and RAG Integration Alicia Russell-Gilbert Sudip Mittal Shahram Rahimi Maria Seale Joseph E. Jabour Thomas Arnold Joshua Church 41 0 0 04 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 137 3 0 04 Mar 2025
Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification Vasilii Feofanov Songkang Wen Marius Alonso Romain Ilbert Hongbo Guo Malik Tiomoko Lujia Pan Jianfeng Zhang I. Redko AI4TS VLM 49 1 0 24 Feb 2025
Zero-shot Model-based Reinforcement Learning using Large Language Models Abdelhakim Benechehab Youssef Attia El Hili Ambroise Odonnat Oussama Zekri Albert Thomas Giuseppe Paolo Maurizio Filippone I. Redko Balázs Kégl OffRL 64 1 0 17 Feb 2025
Strada-LLM: Graph LLM for traffic prediction Seyed Mohamad Moghadas Yangxintong Lyu Bruno Cornelis Alexandre Alahi Adrian Munteanu AI4TS 63 0 0 17 Feb 2025
TOKON: TOKenization-Optimized Normalization for time series analysis with a large language model Janghoon Yang AI4TS 75 0 0 08 Feb 2025
Context information can be more important than reasoning for time series forecasting with a large language model Janghoon Yang AI4TS LRM 39 1 0 08 Feb 2025
LAST SToP For Modeling Asynchronous Time Series Shubham Gupta Thibaut Durand Graham Taylor Lilian W. Białokozowicz AI4TS 42 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 Jundong Li AI4TS 112 27 0 31 Dec 2024
TimeRAG: BOOSTING LLM Time Series Forecasting via Retrieval-Augmented Generation Silin Yang Dong Wang Haoqi Zheng Ruochun Jin RALM AI4TS 79 2 0 21 Dec 2024
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 64 0 0 01 Dec 2024
Zero-Shot Load Forecasting with Large Language Models Wenlong Liao Zhe Yang Mengshuo Jia Christian Rehtanz Jiannong Fang F. Porté-Agel BDL 83 0 0 18 Nov 2024
AAD-LLM: Adaptive Anomaly Detection Using Large Language Models Alicia Russell-Gilbert Alexander Sommers Andrew Thompson Logan Cummins Sudip Mittal Shahram Rahimi Maria Seale Joseph Jaboure Thomas Arnold Joshua Church 34 3 0 01 Nov 2024
FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities Jingge Xiao Yile Chen Gao Cong Wolfgang Nejdl Simon Gottschalk AI4TS 31 0 0 30 Oct 2024
Trajectory Flow Matching with Applications to Clinical Time Series Modeling Xi Zhang Yuan Pu Yuki Kawamura Andrew Loza Yoshua Bengio Dennis L. Shung Alexander Tong OOD AI4TS MedIm 30 2 0 28 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 51 0 0 15 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 42 6 0 14 Oct 2024
Generalizable autoregressive modeling of time series through functional narratives Ran Liu Wenrui Ma Ellen L. Zippi Hadi Pouransari Jingyun Xiao ... Behrooz Mahasseni Juri Minxha Erdrin Azemi Eva L. Dyer Ali Moin AI4TS 32 1 0 10 Oct 2024
Tri-Level Navigator: LLM-Empowered Tri-Level Learning for Time Series OOD Generalization Chengtao Jian Kai Yang Yang Jiao AI4TS 34 3 0 09 Oct 2024
CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns Shengsheng Lin Weiwei Lin Xinyi Hu Wentai Wu Ruichao Mo Haocheng Zhong AI4TS 32 14 0 27 Sep 2024
A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications Pengfei Wang Huanran Zheng Silong Dai Yiqiao Wang Xiaotian Gu Yuanbin Wu Xiaoling Wang SyDa AI4TS 45 3 0 26 Sep 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 37 4 0 24 Sep 2024
Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang Weihua Li Zuozhu Liu Howard H. Yang Guangjie Han AI4CE 36 1 0 02 Sep 2024
Denoising Pre-Training and Customized Prompt Learning for Efficient Multi-Behavior Sequential Recommendation Hao Wang Yongqiang Han Kefan Wang Kai Cheng Zhen Wang Wei Guo Yong Liu Defu Lian Enhong Chen 40 2 0 21 Aug 2024
MedTsLLM: Leveraging LLMs for Multimodal Medical Time Series Analysis Nimeesha Chan Felix Parker William Bennett Tianyi Wu Mung Yao Jia James Fackler Kimia Ghobadi AI4TS 31 3 0 14 Aug 2024
Unleash The Power of Pre-Trained Language Models for Irregularly Sampled Time Series Weijia Zhang Chenlong Yin Hao Liu Hui Xiong AI4TS 58 3 0 12 Aug 2024
Survey and Taxonomy: The Role of Data-Centric AI in Transformer-Based Time Series Forecasting Jingjing Xu Caesar Wu Yuan-Fang Li Grégoire Danoy Pascal Bouvry AI4TS 37 1 0 29 Jul 2024
ClinicRealm: Re-evaluating Large Language Models with Conventional Machine Learning for Non-Generative Clinical Prediction Tasks Yinghao Zhu Junyi Gao Zixiang Wang Weibin Liao Xiaochen Zheng ... Yasha Wang Lequan Yu Chengwei Pan Ewen M. Harrison Liantao Ma AI4MH ELM LM&MA 66 2 0 26 Jul 2024
LETS-C: Leveraging Language Embedding for Time Series Classification Rachneet Kaur Zhen Zeng T. Balch Manuela Veloso AI4TS 33 0 0 09 Jul 2024
Macroeconomic Forecasting with Large Language Models Andrea Carriero Davide Pettenuzzo Shubhranshu Shekhar 51 4 0 01 Jul 2024
Large Language Models for Cuffless Blood Pressure Measurement From Wearable Biosignals Zengding Liu Chen Chen Jiannong Cao Minglei Pan Jikui Liu Nan Li F. Miao Ye Li 39 2 0 26 Jun 2024
Are Language Models Actually Useful for Time Series Forecasting? Mingtian Tan Mike A. Merrill Vinayak Gupta Tim Althoff Thomas Hartvigsen AI4TS 46 45 0 22 Jun 2024
LLM-based Knowledge Pruning for Time Series Data Analytics on Edge-computing Devices Ruibing Jin Qing Xu Min-man Wu Yuecong Xu Dan Li Xiaoli Li Zhenghua Chen 38 1 0 13 Jun 2024
Through the Thicket: A Study of Number-Oriented LLMs derived from Random Forest Models M. Romaszewski Przemysław Sekuła P. Głomb M. Cholewa Katarzyna Kołodziej 31 0 0 07 Jun 2024
FLUID-LLM: Learning Computational Fluid Dynamics with Spatiotemporal-aware Large Language Models Max Zhu A. Bazaga Pietro Liò AI4CE 36 3 0 06 Jun 2024
Can Language Models Use Forecasting Strategies? Sarah Pratt Seth Blumberg Pietro K. Carolino Meredith Ringel Morris ELM 37 3 0 06 Jun 2024
Pre-trained Transformer Uncovers Meaningful Patterns in Human Mobility Data Alameen Najjar 39 0 0 06 Jun 2024
CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting Jianrong Ding Zhanyu Liu Guanjie Zheng Haiming Jin Linghe Kong AI4TS DD 42 3 0 04 Jun 2024