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Explicit constraint force method (ECFM)

Paper, Talk at CRUNCH group. 

ECFM for inverse problems

Here.

ECFM for optimal experimental design

Here.

Interpretability in SciML

Here.

Saddle points and neural networks

Here.

Equation discovery for optimization dynamics

Here.

PINNs on 3D geometries

Here.

On the failure of ReLU activation for PINNs

Here.

Neural networks for volume reconstruction

Here.

Neural networks for eigenvalue problems

Here.

Thermoelastic plate model for shot peen forming

Here.

Geodesics and the Deep Ritz method

Here. 

Visualizing PINN loss landscapes

Here.

Notes on elliptic homogenization

Here.

On the prospects of equation discovery

Here.

Small networks for PINNs

Here.

Prediction, mechanism, generalization

Here.

Spectral bias of neural networks

Here.

Publish or parish (satire)

Here.

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