GTransNet extends single-hidden-layer TransNet by adding hidden layers with symmetry-constrained biases and variance-controlled weights to improve accuracy and stability for oscillatory steady-state PDE solutions.
Bridging traditional and machine learning- based algorithms for solving PDEs: The random feature method.Journal of Machine Learning, 1:268– 298, 06 2022
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Generalized Transferable Neural Networks for Steady-State Partial Differential Equations
GTransNet extends single-hidden-layer TransNet by adding hidden layers with symmetry-constrained biases and variance-controlled weights to improve accuracy and stability for oscillatory steady-state PDE solutions.