Unveiling the optimization process of Physics Informed Neural Networks: How accurate and competitive can PINNs be?

7 May 2024

Papers citing "Unveiling the optimization process of Physics Informed Neural Networks: How accurate and competitive can PINNs be?"

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Title
Gradient Alignment in Physics-informed Neural Networks: A Second-Order Optimization Perspective Sifan Wang Ananyae Kumar Bhartari Bowen Li P. Perdikaris PINN 54 3 0 02 Feb 2025
Accelerated Training of Physics-Informed Neural Networks (PINNs) using Meshless Discretizations Ramansh Sharma Varun Shankar 24 40 0 19 May 2022