Improving long-term autoregressive spatiotemporal predictions: A proof of concept with fluid dynamics

a b s t r a c t Data-driven approaches have emerged as a powerful alternative to traditional numerical methods for forecasting physical systems, offering fast inference and reduced computational costs. However, for complex systems and those without prior knowledge, the accuracy of long-term