Yuhang Duan

K-ProtoDiff: Key Prototypes-Guided Diffusion for Time Series Generation

Time series generation is essential for advancing data-driven modeling and decision-making across a wide range of domains. However, existing approaches primarily focus on global patterns, often failing to capture local key patterns such as abrupt changes or anomalies. These key patterns are crucial