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most citedDeep Learning Activation Functions: Fixed-Shape, Parametric, Adaptive, Stochastic, Miscellaneous, Non-Standard, Ensemble

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math.NA2026

Variational (Energy-Based) Spectral Learning: A Machine Learning Framework for Solving Partial Differential Equations

M. M. Hammad

We introduce variational spectral learning (VSL), a machine learning framework for solving partial differential equations (PDEs) that operates directly in the coefficient space of…