Existence Precedes Value: Joint Modeling of Observational Existence and Evolving States in Time Series Forecasting

Yifan Hu, Hongzhou Chen, Peiyuan Liu +3

Real-world time series are often highly incomplete and irregular due to sensor dormancy, transmission delays, and event-driven sampling, making reliable forecasting fundamentally c…