Huayi Qin

DualTimesField: Rethinking Time Series as Continuous-Time Trends and Events

Effective time series representation is critical for revealing temporal dynamics in many fields. However, existing approaches encounter fundamental limitations. Discrete-time representations struggle with irregular sampling and the tradeoff of fidelity and efficiency, while traditional implicit neur…