AI RESEARCH

DRAN: A Distribution and Relation Adaptive Network for Spatio-temporal Forecasting

arXiv CS.LG

ArXi:2504.01531v4 Announce Type: replace Accurate predictions of spatio-temporal systems are crucial for tasks such as system management, control, and crisis prevention. However, the inherent time variance of many spatio-temporal systems poses challenges to achieving accurate predictions whenever stationarity is not granted. In order to address non-stationarity, we propose a Distribution and Relation Adaptive Network (DRAN) capable of dynamically adapting to relation and distribution changes over time.