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cs.LG2026
Binned Spectral Power Loss for Improved Prediction of Chaotic Systems
Dibyajyoti Chakraborty, Arvind T. Mohan, Romit Maulik
Forecasting multiscale chaotic dynamical systems, such as turbulent flows, with deep learning remains a formidable challenge due to the spectral bias of neural networks, which hind…
cs.LG2025
Reduced Order Modeling for Tsunami Forecasting with Bayesian Hierarchical Pooling
Shane X. Coffing, John Tipton, Arvind T. Mohan +1
Reduced-order models (ROMs) can represent spatiotemporal processes in significantly fewer dimensions and can often be solved many orders of magnitude faster than their governing pa…