Large Language Models Are Zero-Shot Time Series Forecasters

11 October 2023

Papers citing "Large Language Models Are Zero-Shot Time Series Forecasters"

48 / 48 papers shown

Title
OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain Wenzhen Yue Yang Liu Haoxuan Li Hao Wang Xianghua Ying Ruohao Guo Bowei Xing Ji Shi AI4TS OOD 77 0 0 12 May 2025
ReLI: A Language-Agnostic Approach to Human-Robot Interaction Linus Nwankwo Bjoern Ellensohn Ozan Özdenizci Elmar Rueckert LM&Ro 181 0 0 03 May 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 168 0 0 19 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 190 0 0 02 Apr 2025
Can LLMs Understand Time Series Anomalies? Zihao Zhou Rose Yu AI4TS 135 14 0 13 Mar 2025
TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster Kanghui Ning Zijie Pan Yu Liu Yushan Jiang Junxuan Zhang Kashif Rasul Anderson Schneider Lintao Ma Yuriy Nevmyvaka Dongjin Song AI4TS VLM 192 2 0 06 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 71 1 0 04 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 372 4 0 04 Mar 2025
Teaching Metric Distance to Autoregressive Multimodal Foundational Models Jiwan Chung Saejin Kim Yongrae Jo Jinho Park Dongjun Min Youngjae Yu 208 0 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 94 2 0 03 Mar 2025
Filtered not Mixed: Stochastic Filtering-Based Online Gating for Mixture of Large Language Models Raeid Saqur Anastasis Kratsios Florian Krach Yannick Limmer Jacob-Junqi Tian John Willes Blanka Horvath Frank Rudzicz MoE 130 0 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 115 1 0 17 Feb 2025
Lines of Thought in Large Language Models Raphaël Sarfati Toni J. B. Liu Nicolas Boullé Christopher Earls LRM VLM LM&Ro 134 1 0 17 Feb 2025
Context information can be more important than reasoning for time series forecasting with a large language model Janghoon Yang AI4TS LRM 80 1 0 08 Feb 2025
Wormhole Memory: A Rubik's Cube for Cross-Dialogue Retrieval Libo Wang 394 0 0 24 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 241 37 0 31 Dec 2024
On the Feasibility of Vision-Language Models for Time-Series Classification Vinay Prithyani Mohsin Mohammed Richa Gadgil Ricardo Buitrago Vinija Jain Aman Chadha VLM 78 2 0 23 Dec 2024
Machine Learning Analysis of Anomalous Diffusion Wenjie Cai Yi Hu X. Qu Hui Zhao Gongyi Wang Jing Li Zihan Huang 112 1 0 02 Dec 2024
A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization Haoxin Liu Chenghao Liu B. Prakash AI4TS LRM 125 10 0 09 Nov 2024
Fourier Head: Helping Large Language Models Learn Complex Probability Distributions Nate Gillman Daksh Aggarwal Michael Freeman Saurabh Singh Chen Sun AI4TS 88 3 0 29 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 89 7 0 28 Oct 2024
PaPaGei: Open Foundation Models for Optical Physiological Signals Arvind Pillai Dimitris Spathis F. Kawsar Mohammad Malekzadeh VLM 81 8 0 27 Oct 2024
Decoding Time Series with LLMs: A Multi-Agent Framework for Cross-Domain Annotation Minhua Lin Zhe Chen Yanchi Liu Xujiang Zhao Zongyu Wu Junxiang Wang Xiang Zhang Suhang Wang Haifeng Chen AI4TS 90 10 0 22 Oct 2024
LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting Guoqi Yu Yaoming Li Xiaoyu Guo Dayu Wang Zirui Liu Shujun Wang Tong Yang AI4TS 422 0 0 22 Oct 2024
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis Shiyu Wang Jiawei Li Xiaoming Shi Zhou Ye Baichuan Mo Wenze Lin Shengtong Ju Zhixuan Chu Ming Jin AI4TS 100 14 0 21 Oct 2024
FoMo: A Foundation Model for Mobile Traffic Forecasting with Diffusion Model Haoye Chai Shiyuan Zhang Xiaoqian Qi Yong Li 130 1 0 20 Oct 2024
IoT-LLM: Enhancing Real-World IoT Task Reasoning with Large Language Models Tuo An Yunjiao Zhou Han Zou Jianfei Yang LRM 77 8 0 03 Oct 2024
ForecastBench: A Dynamic Benchmark of AI Forecasting Capabilities Ezra Karger Houtan Bastani Chen Yueh-Han Zachary Jacobs Danny Halawi Fred Zhang P. Tetlock 102 8 0 30 Sep 2024
Language Models as Zero-shot Lossless Gradient Compressors: Towards General Neural Parameter Prior Models Hui-Po Wang Mario Fritz 96 3 0 26 Sep 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 225 7 0 24 Sep 2024
DrLLM: Prompt-Enhanced Distributed Denial-of-Service Resistance Method with Large Language Models Zhenyu Yin Shang Liu Guangyuan Xu 69 0 0 11 Sep 2024
Efficient Time Series Processing for Transformers and State-Space Models through Token Merging Leon Götz Marcel Kollovieh Stephan Günnemann Leo Schwinn 81 3 0 28 May 2024
PRobELM: Plausibility Ranking Evaluation for Language Models Moy Yuan Chenxi Whitehouse Eric Chamoun Rami Aly Andreas Vlachos 112 5 0 04 Apr 2024
In-context Learning and Induction Heads Catherine Olsson Nelson Elhage Neel Nanda Nicholas Joseph Nova Dassarma ... Tom B. Brown Jack Clark Jared Kaplan Sam McCandlish C. Olah 316 516 0 24 Sep 2022
PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting Hao Xue Flora D.Salim AI4TS 99 160 0 20 Sep 2022
Preformer: Predictive Transformer with Multi-Scale Segment-wise Correlations for Long-Term Time Series Forecasting Dazhao Du Fuchun Sun Zhewei Wei AI4TS 74 48 0 23 Feb 2022
N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting Cristian Challu Kin G. Olivares Boris N. Oreshkin Federico Garza Max Mergenthaler-Canseco A. Dubrawski AI4TS 93 273 0 30 Jan 2022
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting Tian Zhou Ziqing Ma Qingsong Wen Xue Wang Liang Sun Rong Jin AI4TS 244 1,410 0 30 Jan 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 817 9,387 0 28 Jan 2022
Show Your Work: Scratchpads for Intermediate Computation with Language Models Maxwell Nye Anders Andreassen Guy Gur-Ari Henryk Michalewski Jacob Austin ... Aitor Lewkowycz Maarten Bosma D. Luan Charles Sutton Augustus Odena ReLM LRM 177 746 0 30 Nov 2021
Darts: User-Friendly Modern Machine Learning for Time Series J. Herzen Francesco Lässig Samuele Giuliano Piazzetta T. Neuer Léo Tafti ... Mounir Benheddi Camila Williamson Michal Kosinskihttps://www.semanticscholar.org/me/account M. Petrik Gaël Grosch AI4TS 180 221 0 07 Oct 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 201 3,750 0 03 Sep 2021
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 360 631 0 14 Jul 2021
Can You Learn an Algorithm? Generalizing from Easy to Hard Problems with Recurrent Networks Avi Schwarzschild Eitan Borgnia Arjun Gupta Furong Huang U. Vishkin Micah Goldblum Tom Goldstein 76 75 0 08 Jun 2021
DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks David Salinas Valentin Flunkert Jan Gasthaus AI4TS UQCV BDL 81 2,112 0 13 Apr 2017
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 406 7,399 0 12 Sep 2016
Temporal Convolutional Networks: A Unified Approach to Action Segmentation Colin S. Lea René Vidal A. Reiter Gregory Hager 89 755 0 29 Aug 2016
Gaussian Process Kernels for Pattern Discovery and Extrapolation A. Wilson Ryan P. Adams GP 70 608 0 18 Feb 2013