EIDOS: Latent-Space Predictive Learning for Time Series Foundation Models

Xinxing Zhou, Qingren Yao, Yiji Zhao, Chenghao Liu, Flora Salim, Xiaojie Yuan, Yanlong Wen^, Ming Jin^

Preprint, 2026

[Paper]

Estimating Time Series Foundation Model Transferability via In-Context Learning

Qingren Yao, Ming Jin^, Chengqi Zhang, Chao-Han Huck Yang, Jun Qi^, Shirui Pan

Preprint, 2025

[Paper]

Towards Neural Scaling Laws for Time Series Foundation Models

Qingren Yao, Chao-Han Huck Yang, Renhe Jiang, Yuxuan Liang^, Ming Jin^, Shirui Pan

International Conference on Learning Representations (ICLR), 2025. CORE A*.

[Paper] | [Github]