2 papers
cs.LG2026
SRT: Super-Resolution for Time Series via Disentangled Rectified Flow
Jufang Duan, Shenglong Xiao, Yuren Zhang
Fine-grained time series data with high temporal resolution is critical for accurate analytics across a wide range of applications. However, the acquisition of such data is often l…
cs.LG2025
A Time-Series Data Augmentation Model through Diffusion and Transformer Integration
Yuren Zhang, Zhongnan Pu, Lei Jing
With the development of Artificial Intelligence, numerous real-world tasks have been accomplished using technology integrated with deep learning. To achieve optimal performance, de…