QiYao-I: A Manifold Based Foundation Model for Irregular Multivariate Time Series Forecasting
QiYao-I is a foundation model designed to forecast irregular multivariate time series by jointly modeling temporal dependencies and cross-variable interactions. It uses sampling-conditioned attention to handle irregular time intervals and frequency guidance to selectively interact with other variables, achieving superior performance in zero-shot and few-shot settings.