A learnable mask F(z)=1-exp(-α²z²), applied pointwise before activation, improves PINN accuracy and stability on several PDE benchmarks and activation functions.
Artificial intelligence velocimetry and microaneurysm -on-a-chip for three-dimensional analysis of blood flow in physiology and disease,
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Mask-PINNs: Mitigating Internal Covariate Shift in Physics-Informed Neural Networks
A learnable mask F(z)=1-exp(-α²z²), applied pointwise before activation, improves PINN accuracy and stability on several PDE benchmarks and activation functions.