Many scientific and industrial domains rely on time-series data (e.g., sensor readings, lab measurements, clinical monitoring). However, datasets are often incomplete, noisy, or sensitive to share due to privacy concerns. Generative AI offers new possibilities to improve data quality and generate realistic...