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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, Yanhong Li, Georgios Papaioannou, Yoon Kim | 2026-02-19 | ArXiv | 0 | 4 |
| visibility_off | A Mamba Foundation Model for Time Series Forecasting | Haoyuan Ma, Yushu Chen, Wenlai Zhao, Jinzhe Yang, Yingsheng Ji, Xinghua Xu, Xiaozhu Liu, Hao Jing, Shengzhuo Liu, Guangwen Yang | 2024-11-05 | ArXiv | 15 | 9 |
| visibility_off | VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters | Mouxiang Chen, Lefei Shen, Zhuo Li, Xiaoyun Joy Wang, Jianling Sun, Chenghao Liu | 2024-08-30 | ArXiv | 62 | 8 |
| visibility_off | From Tokenizer Bias to Backbone Capability: A Controlled Study of LLMs for Time Series Forecasting | Xinyu Zhang, Shanshan Feng, Xutao Li, Kenghong Lin, Fan Li, Pengfei Jia | 2025-04-09 | ArXiv | 2 | 14 |
| visibility_off | Xihe: Scalable Zero-Shot Time Series Learner Via Hierarchical Interleaved Block Attention | Yinbo Sun, Yuchen Fang, Zhibo Zhu, Jia Li, Yu Liu, Qiwen Deng, Jun Zhou, Han Yu, Xingyu Lu, Lintao Ma | 2025-10-20 | ArXiv | 0 | 6 |
| visibility_off | TimeFound: A Foundation Model for Time Series Forecasting | Congxi Xiao, Jingbo Zhou, Yixiong Xiao, Xinjiang Lu, Le Zhang, Hui Xiong | 2025-03-06 | ArXiv | 3 | 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 | 5 |
| visibility_off | TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data | Ege Onur Taga, M. E. Ildiz, Samet Oymak | 2025-02-22 | ArXiv, DBLP | 21 | 39 |
| visibility_off | Generative Pre-Trained Diffusion Paradigm for Zero-Shot Time Series Forecasting | Jiarui Yang, Tao Dai, Naiqi Li, Junxi Wu, Peiyuan Liu, Jinmin Li, Jigang Bao, Haigang Zhang, Shu-Tao Xia | 2024-06-04 | ArXiv | 3 | 14 |
| Abstract | Title | Authors | Publication Date | Journal/Conference | Citation count | Highest h-index |