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cs.LG2026
Dynamics-Aware Weighting for Deep Learning Forecasts of Chaotic Systems
Zhou Fang, Gianmarco Mengaldo
Deep learning surrogates have become powerful tools for simulating and forecasting complex dynamical systems, yet their utility remains limited by catastrophic error accumulation d…
cs.LG2025
Dynamical errors in machine learning forecasts
Zhou Fang, Gianmarco Mengaldo
In machine learning forecasting, standard error metrics such as mean absolute error (MAE) and mean squared error (MSE) quantify discrepancies between predictions and target values.…