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Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities

31 December 2024

Papers citing "Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities"

30 / 30 papers shown

Title
True Zero-Shot Inference of Dynamical Systems Preserving Long-Term Statistics Christoph Jürgen Hemmer Daniel Durstewitz AI4TS SyDa AI4CE 292 1 0 19 May 2025
Informed Forecasting: Leveraging Auxiliary Knowledge to Boost LLM Performance on Time Series Forecasting Mohammadmahdi Ghasemloo Alireza Moradi AI4TS 59 0 0 15 May 2025
LLM4FTS: Enhancing Large Language Models for Financial Time Series Prediction Zian Liu Renjun Jia AI4TS AIFin 77 1 0 05 May 2025
Multimodal Conditioned Diffusive Time Series Forecasting Chen Su Yuanhe Tian Yan Song DiffM AI4TS 89 1 0 28 Apr 2025
Can Competition Enhance the Proficiency of Agents Powered by Large Language Models in the Realm of News-driven Time Series Forecasting? Yuxuan Zhang Yangyang Feng Daifeng Li Kexin Zhang Junlan Chen Bowen Deng LLMAG AI4TS 69 0 0 14 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 206 0 0 02 Apr 2025
Can LLMs Understand Time Series Anomalies? Zihao Zhou Rose Yu AI4TS 161 15 0 13 Mar 2025
Measuring temporal effects of agent knowledge by date-controlled tool use R. Xian Qiming Cui Stefan Bauer Reza Abbasi-Asl KELM 146 0 0 06 Mar 2025
A Deep User Interface for Exploring LLaMa Divya Perumal Swaroop Panda 71 0 0 28 Feb 2025
Zero-shot Load Forecasting for Integrated Energy Systems: A Large Language Model-based Framework with Multi-task Learning Jiaheng Li Donghe Li Ye Yang Huan Xi Yu Xiao Li Sun Dou An Qingyu Yang AI4TS 89 0 0 24 Feb 2025
TOKON: TOKenization-Optimized Normalization for time series analysis with a large language model Janghoon Yang AI4TS 175 0 0 08 Feb 2025
AI Predicts AGI: Leveraging AGI Forecasting and Peer Review to Explore LLMs' Complex Reasoning Capabilities Fabrizio Davide Pietro Torre Andrea Gaggioli Andrea Gaggioli ELM 396 0 0 12 Dec 2024
Time Series Modeling for Heart Rate Prediction: From ARIMA to Transformers Haowei Ni Shuchen Meng Xieming Geng Panfeng Li Zhuoying Li Xupeng Chen Xiaotong Wang Shiyao Zhang 75 53 0 18 Jun 2024
Enhancing Traffic Prediction with Textual Data Using Large Language Models Xiannan Huang 62 3 0 10 May 2024
Goal-guided Generative Prompt Injection Attack on Large Language Models Chong Zhang Mingyu Jin Qinkai Yu Chengzhi Liu Haochen Xue Xiaobo Jin AAML SILM 82 16 0 06 Apr 2024
The Impact of Reasoning Step Length on Large Language Models Mingyu Jin Qinkai Yu Dong Shu Haiyan Zhao Wenyue Hua Yanda Meng Yongfeng Zhang Jundong Li ReLM LRM 135 111 0 10 Jan 2024
A decoder-only foundation model for time-series forecasting Abhimanyu Das Weihao Kong Rajat Sen Yichen Zhou AI4TS AI4CE 124 241 0 14 Oct 2023
Large Language Models Are Zero-Shot Time Series Forecasters Nate Gruver Marc Finzi Shikai Qiu Andrew Gordon Wilson AI4TS 95 370 0 11 Oct 2023
TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting Defu Cao Furong Jia Sercan O. Arik Tomas Pfister Yixiang Zheng Wen Ye Yan Liu AI4TS 76 134 0 08 Oct 2023
TimeGPT-1 Azul Garza Cristian Challu Max Mergenthaler-Canseco AI4TS 84 114 0 05 Oct 2023
Time-LLM: Time Series Forecasting by Reprogramming Large Language Models Ming Jin Shiyu Wang Lintao Ma Zhixuan Chu James Y. Zhang ... Pin-Yu Chen Yuxuan Liang Yuan-Fang Li Shirui Pan Qingsong Wen AI4TS 118 415 0 03 Oct 2023
LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters Ching Chang Wei-Yao Wang Wenjie Peng Tien-Fu Chen AI4TS 119 61 0 16 Aug 2023
TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series Chenxi Sun Hongyan Li Yaliang Li linda Qiao AI4TS 89 129 0 16 Aug 2023
A Study of Generative Large Language Model for Medical Research and Healthcare C.A.I. Peng Xi Yang Aokun Chen Kaleb E. Smith Nima M. Pournejatian ... W. Hogan E. Shenkman Yi Guo Jiang Bian Yonghui Wu LM&MA ELM AI4MH 199 269 0 22 May 2023
Human Behavioral Benchmarking: Numeric Magnitude Comparison Effects in Large Language Models Raj Sanjay Shah Vijay Marupudi Reba Koenen Khushi Bhardwaj Sashank Varma 56 6 0 18 May 2023
PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting Hao Xue Flora D.Salim AI4TS 125 162 0 20 Sep 2022
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 198 221 0 07 Oct 2021
Monash Time Series Forecasting Archive Rakshitha Godahewa Christoph Bergmeir Geoffrey I. Webb Rob J. Hyndman Pablo Montero-Manso AI4TS 72 162 0 14 May 2021
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 607 12,745 0 11 Dec 2014
How to Construct Deep Recurrent Neural Networks Razvan Pascanu Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 129 1,009 0 20 Dec 2013