This page was last updated on 2026-10-12 06:45:41 UTC
Recommendations for the article Large Language Models Are Zero-Shot Time Series Forecasters
| Abstract | Title | Authors | Publication Date | Journal/ Conference | Citation count | Highest h-index |
|---|---|---|---|---|---|---|
| visibility_off | Enhancing Zero-Shot Time Series Forecasting in Off-the-Shelf LLMs via Noise Injection | Xi Yin, Ceyao Zhang, Min Hu, Kai Chen | 2025-12-23 | ArXiv | 0 | 7 |
| visibility_off | From Tokenizer Bias to Backbone Capability: A Controlled Study of LLMs for Time Series Forecasting | Xinyu Zhang, Shanshan Feng, Xutao Li, Keng-Hong Lin, Fan Li, Peng-Fei Jia | 2025-04-09 | Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.1 | 2 | 15 |
| visibility_off | Chronos: Learning the Language of Time Series | Abdul Fatir Ansari, Lorenzo Stella, A. Türkmen, Xi-Yuan Zhang, Pedro Mercado, Huibin Shen, Oleksandr Shchur, Syama Sundar Rangapuram, , Shubham Kapoor, Jasper Zschiegner, D. Maddix, Hao Wang, Michael W. Mahoney, Kari Torkkola, Andrew Gordon Wilson, Michael Bohlke-Schneider, Bernie Wang | 2024-03-12 | ArXiv | 1148 | 21 |
| visibility_off | Revisiting LLMs as Zero-Shot Time-Series Forecasters: Small Noise Can Break Large Models | Junwoo Park, Hyuck Lee, Dohyun Lee, Daehoon Gwak, Jaegul Choo | 2025-05-31 | ArXiv | 15 | 14 |
| visibility_off | Llama-Time: Fine-Tuning a Large Language Model for Advanced Time Series Prediction | Sina Aghakhani, Gui-Ping Hu | 2024-06-22 | 2024 IEEE International Conference on Service Operations and Logistics, and Informatics (SOLI) | 1 | 3 |
| visibility_off | AutoTimes: Autoregressive Time Series Forecasters via Large Language Models | Yong Liu, Guo Qin, Xiang-Dong Huang, Jian-Min Wang, Ming-Sheng Long | 2024-02-04 | ArXiv | 141 | 84 |
| visibility_off | Small but mighty: enhancing time series forecasting with lightweight LLMs | Hao-Ran Fan, Bin Li, Yixuan Weng, Shou-Jun Zhou | 2025-03-05 | The Journal of Supercomputing | 7 | 13 |
| visibility_off | An Evaluation of Standard Statistical Models and LLMs on Time Series Forecasting | Rui Cao, Qiao Wang | 2024-08-09 | 2024 IEEE International Conference on Future Machine Learning and Data Science (FMLDS) | 12 | 5 |
| visibility_off | Rethinking the Role of LLMs in Time Series Forecasting | Xin Qiu, Jun-Long Tong, Yi-Rong Sun, Yun-Pu Ma, Wei Zhang, Xiao-Yu Shen | 2026-02-16 | ArXiv | 3 | 10 |
| Abstract | Title | Authors | Publication Date | Journal/Conference | Citation count | Highest h-index |