AIBullisharXiv – CS AI · 6h ago6/10
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FDN: Interpretable Spatiotemporal Forecasting with Future Decomposition Networks
Researchers propose Future Decomposition Networks (FDN), a spatiotemporal forecasting model that prioritizes interpretability while matching state-of-the-art accuracy with significantly lower computational costs. The method decomposes predictions into classifiable components and reveals latent patterns, demonstrating effectiveness across hydrologic, traffic, and energy systems.