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cs.LG2025
DAE-HardNet: A Physics Constrained Neural Network Enforcing Differential-Algebraic Hard Constraints
Rahul Golder, Bimol Nath Roy, M. M. Faruque Hasan
Traditional physics-informed neural networks (PINNs) do not always satisfy physics based constraints, especially when the constraints include differential operators. Rather, they m…
cs.LG2025
Discovering Interpretable Ordinary Differential Equations from Noisy Data
Rahul Golder, M. M. Faruque Hasan
The data-driven discovery of interpretable models approximating the underlying dynamics of a physical system has gained attraction in the past decade. Current approaches employ pre…