This page was last updated on 2026-10-12 06:45:44 UTC
Recommendations for the article Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series
| Abstract | Title | Authors | Publication Date | Journal/ Conference | Citation count | Highest h-index |
|---|---|---|---|---|---|---|
| visibility_off | Reverso: Efficient Time Series Foundation Models for Zero-shot Forecasting | Xing Fu, Yan-Hong Li, Georgios Papaioannou, Yoon Kim | 2026-02-19 | ArXiv | 13 | 7 |
| visibility_off | CITRAS-FM: Tiny Time Series Foundation Model for Covariate-Informed Zero-Shot Forecasting | Yosuke Yamaguchi, Issei Suemitsu, Yuki Kajihara, Wen-Peng Wei | 2026-06-09 | ArXiv | 1 | 6 |
| visibility_off | A Mamba Foundation Model for Time Series Forecasting | Hao-Yuan Ma, Yushu Chen, Wenlai Zhao, Jinzhe Yang, Ying-Sheng Ji, Xing-Hua Xu, Xiaozhu Liu, Hao Jing, Shengzhuo Liu, Guangwen Yang | 2024-11-05 | ArXiv | 20 | 10 |
| visibility_off | VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters | Mou-Xiang Chen, Lefei Shen, Zhuo Li, Xiaoyun Joy Wang, Jian-Ling Sun, Cheng-Hao Liu | 2024-08-30 | ArXiv | 111 | 15 |
| visibility_off | Xihe: Scalable Zero-Shot Time Series Learner Via Hierarchical Interleaved Block Attention | Yinbo Sun, Yu-Chen Fang, Zhibo Zhu, Jia Li, Yu Liu, Qiwen Deng, Jun Zhou, Han Yu, Xing-Yu Lu, Lin-Tao Ma | 2025-10-20 | ArXiv | 7 | 9 |
| visibility_off | TimeFound: A Foundation Model for Time Series Forecasting | Congxi Xiao, Jing-Bo Zhou, Yixiong Xiao, Xinjiang Lu, L. Zhang, Hui Xiong | 2025-03-06 | ArXiv | 8 | 11 |
| 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 | TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data | Ege Onur Taga, M. E. Ildiz, Samet Oymak | 2025-02-22 | DBLP, ArXiv | 46 | 42 |
| visibility_off | Time Series as Language: A Universal Tokenizer for General-Purpose Time Series Foundation Models | Yunhao Zhang, Rui Qi, Jiale Zheng, Jian-Feng Zhang, Lujia Pan, Jun-Chi Yan | 2026-05-31 | ArXiv | 0 | 9 |
| Abstract | Title | Authors | Publication Date | Journal/Conference | Citation count | Highest h-index |