2 papers
cs.LG2025
A Time-Series Foundation Model by Universal Delay Embedding
Zijian Wang, Peng Tao, Jifan Shi +3
This study introduces Universal Delay Embedding (UDE), a pretrained foundation model designed to revolutionize time-series forecasting through principled integration of delay embed…
cs.LG2024
Dynamical causality under invisible confounders
Jinling Yan, Shao-Wu Zhang, Chihao Zhang +3
Causality inference is prone to spurious causal interactions, due to the substantial confounders in a complex system. While many existing methods based on the statistical methods o…