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20072026
most citedDifferentiable modeling to unify machine learning and physical models and advance Geosciences

466 citations · 1.6k across the 73 of their papers we have counts for

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cs.LG2026

Sensitivity-Constrained Neural Operators for Data-Efficient Forward and Inverse Modeling of Partial Differential Equation Systems

Abdolmehdi Behroozi, Chaopeng Shen, Daniel Kifer +1

Neural operators provide fast surrogates for partial differential equation (PDE) solvers, but their reliability can degrade for high-dimensional spatial inputs and inverse or repea…