TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting

8 October 2023

Tomas Pfister

Wen Ye

Yan Liu

AI4TS

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Papers citing "TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting"

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Title
Logo-LLM: Local and Global Modeling with Large Language Models for Time Series Forecasting Wenjie Ou Zhishuo Zhao Dongyue Guo Yi Lin AI4TS 17 0 0 16 May 2025
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
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
iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Ziran Liang Rui An Wenqi Fan Yanghui Rao Yuxuan Liang AI4TS 50 0 0 23 Apr 2025
Bridging Distribution Gaps in Time Series Foundation Model Pretraining with Prototype-Guided Normalization Peiliang Gong Emadeldeen Eldele Min Wu Zhenghua Chen Xiaoli Li Daoqiang Zhang AI4TS AI4CE 44 0 0 15 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
Efficient Model Selection for Time Series Forecasting via LLMs Wang Wei Tiankai Yang Hongjie Chen Ryan Rossi Yue Zhao Franck Dernoncourt Hoda Eldardiry AI4TS 31 1 0 02 Apr 2025
Leveraging Language Models for Analyzing Longitudinal Experiential Data in Education Ahatsham Hayat Bilal Khan Mohammad Hasan AI4Ed 68 0 0 27 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 45 0 0 22 Mar 2025
TRACE: Time SeRies PArameter EffiCient FinE-tuning Yuze Li Wei Zhu AI4TS 73 0 0 21 Mar 2025
Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation Ashraf Ghiye Baptiste Barreau Laurent Carlier Michalis Vazirgiannis 81 0 0 18 Mar 2025
Chat-TS: Enhancing Multi-Modal Reasoning Over Time-Series and Natural Language Data Paul Quinlan Qingguo Li Xiaodan Zhu AI4TS LRM 61 0 0 13 Mar 2025
GPT-PPG: A GPT-based Foundation Model for Photoplethysmography Signals Zhaoliang Chen C. Ding Saurabh Kataria Runze Yan Minxiao Wang Randall J Lee Xiao Hu LM&MA MedIm 70 0 0 11 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
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 49 0 0 10 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
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 140 3 0 04 Mar 2025
SeisMoLLM: Advancing Seismic Monitoring via Cross-modal Transfer with Pre-trained Large Language Model Xinyu Wang Feng Liu Rui Su Zhilin Wang Junlin Wu Wanli Ouyang VLM 133 0 0 27 Feb 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 47 0 0 25 Feb 2025
TimeDART: A Diffusion Autoregressive Transformer for Self-Supervised Time Series Representation Daoyu Wang Mingyue Cheng Ziqiang Liu Qiang Liu Enhong Chen AI4TS DiffM 47 1 0 24 Feb 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 52 1 0 24 Feb 2025
ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models Shixuan Li Wei Yang Peiyu Zhang Xiongye Xiao Defu Cao Yuehan Qin Xuzhi Zhang Yue Zhao Paul Bogdan 87 1 0 16 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
TOKON: TOKenization-Optimized Normalization for time series analysis with a large language model Janghoon Yang AI4TS 75 0 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
Position: Empowering Time Series Reasoning with Multimodal LLMs Yaxuan Kong Yiyuan Yang Shiyu Wang Chenghao Liu Yuxuan Liang Ming Jin Stefan Zohren Dan Pei Y. Liu Qingsong Wen AI4TS LRM 78 3 0 03 Feb 2025
Unveiling the Potential of Text in High-Dimensional Time Series Forecasting Xin Zhou Weiqing Wang Shilin Qu Zhiqiang Zhang Christoph Bergmeir AI4TS 43 2 0 13 Jan 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
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
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction Yuan Yuan Jingtao Ding Chonghua Han Depeng Jin Yong Li Yong Li AI4TS AI4CE 84 2 0 20 Nov 2024
Specialized Foundation Models Struggle to Beat Supervised Baselines Zongzhe Xu Ritvik Gupta Wenduo Cheng Alexander Shen Junhong Shen Ameet Talwalkar M. Khodak AI4CE 48 6 0 05 Nov 2024
Text2Freq: Learning Series Patterns from Text via Frequency Domain Ming-Chih Lo Ching Chang Wen-Chih Peng AI4TS 37 0 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
Mobility-LLM: Learning Visiting Intentions and Travel Preferences from Human Mobility Data with Large Language Models Letian Gong Yan Lin Xinyue Zhang Yiwen Lu Xuedi Han Yichen Liu S. Guo Youfang Lin Huaiyu Wan 41 5 0 29 Oct 2024
TripCast: Pre-training of Masked 2D Transformers for Trip Time Series Forecasting Yuhua Liao Zetian Wang Peng Wei Qiangqiang Nie Zhenhua Zhang AI4TS 18 0 0 24 Oct 2024
xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories Maurice Kraus Felix Divo Devendra Singh Dhami Kristian Kersting AI4TS 41 2 0 22 Oct 2024
TimeSeriesExam: A time series understanding exam Yifu Cai Arjun Choudhry Mononito Goswami Artur Dubrawski ELM AI4TS 34 10 0 18 Oct 2024
Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts Xu Liu Juncheng Liu Gerald Woo Taha Aksu Yuxuan Liang Roger Zimmermann Chenghao Liu Silvio Savarese Caiming Xiong Doyen Sahoo AI4TS 33 11 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
Multi-Step Time Series Inference Agent for Reasoning and Automated Task Execution Wen Ye Yizhou Zhang Wei Yang Lumingyuan Tang Defu Cao Jie Cai Yan Liu BDL CoGe AI4TS 38 2 0 05 Oct 2024
Metadata Matters for Time Series: Informative Forecasting with Transformers Jiaxiang Dong Haixu Wu Yuxuan Wang Li Zhang Jianmin Wang Mingsheng Long AI4TS 24 0 0 04 Oct 2024
Repurposing Foundation Model for Generalizable Medical Time Series Classification Nan Huang Haishuai Wang Zihuai He Marinka Zitnik Xiang Zhang AI4TS OOD 26 1 0 03 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
TCDformer-based Momentum Transfer Model for Long-term Sports Prediction Hui Liu Jiacheng Gu Xiyuan Huang Junjie Shi Tongtong Feng Ning He 30 0 0 16 Sep 2024
Automated Data Augmentation for Few-Shot Time Series Forecasting: A Reinforcement Learning Approach Guided by a Model Zoo Haochen Yuan Xuelin Li Yunbo Wang Yunbo Wang AI4TS 34 0 0 10 Sep 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