Taylor-Model PINNs model a Taylor-series remainder as a neural network trained via a first-order ODE loss, giving accurate short-horizon solution maps for parametric ODEs.
Agarwal and Donal O'Regan
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Taylor-Model Physics-Informed Neural Networks (PINNs) for Ordinary Differential Equations
Taylor-Model PINNs model a Taylor-series remainder as a neural network trained via a first-order ODE loss, giving accurate short-horizon solution maps for parametric ODEs.