This page was last updated on 2026-03-09 06:30:50 UTC
Recommendations for the article Time-LLM: Time Series Forecasting by Reprogramming Large Language Models
| Abstract | Title | Authors | Publication Date | Journal/ Conference | Citation count | Highest h-index |
|---|---|---|---|---|---|---|
| visibility_off | Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting | Qingxiang Liu, Xu Liu, Chenghao Liu, Qingsong Wen, Yuxuan Liang | 2024-05-23 | ArXiv | 25 | 14 |
| visibility_off | LLM-PS: Empowering Large Language Models for Time Series Forecasting with Temporal Patterns and Semantics | Jialiang Tang, Shuo Chen, Chen Gong, Jing Zhang, Dacheng Tao | 2025-03-12 | ArXiv | 3 | 5 |
| visibility_off | StreamTS: A Streamline Solution Towards Zero-Shot Time Series Forecasting with Large Language Models | Wei Song, Yi Fang, Xinyu Gu, Wenbo Zhang, Zhixiang Liu, Yu Cheng, Mario Di Mauro | 2025-10-17 | Electronics | 0 | 9 |
| visibility_off | Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities | Mingyu Jin, Hua Tang, Chong Zhang, Qinkai Yu, Chengzhi Liu, Suiyuan Zhu, Yongfeng Zhang, Mengnan Du | 2024-02-16 | ACM SIGKDD Explorations Newsletter | 77 | 18 |
| visibility_off | Empowering Large Language Models for Time Series Forecasting with Patterns and Semantics | Jialiang Tang, Shuo Chen, Chen Gong, Jing Zhang, Dacheng Tao | 2025-11-12 | 2025 IEEE International Conference on Data Mining (ICDM) | 0 | 3 |
| visibility_off | LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting | Haoxin Liu, Zhiyuan Zhao, Jindong Wang, Harshavardhan Kamarthi, B. A. Prakash | 2024-02-25 | ArXiv | 67 | 17 |
| visibility_off | STELLA: Guiding Large Language Models for Time Series Forecasting with Semantic Abstractions | Junjie Fan, Hongye Zhao, Linduo Wei, Jiayu Rao, Guijia Li, Jiaxin Yuan, Wenqi Xu, Yongrui Qi | 2025-12-04 | ArXiv | 0 | 2 |
| visibility_off | TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster | Kanghui Ning, Zijie Pan, Yu Liu, Yushan Jiang, James Zhang, Kashif Rasul, Anderson Schneider, Lintao Ma, Yuriy Nevmyvaka, Dongjin Song | 2025-03-06 | ArXiv | 19 | 16 |
| visibility_off | PromptCast: A New Prompt-Based Learning Paradigm for Time Series Forecasting | Hao Xue, Flora D.Salim | 2022-09-20 | IEEE Transactions on Knowledge and Data Engineering | 285 | 19 |
| Abstract | Title | Authors | Publication Date | Journal/Conference | Citation count | Highest h-index |