LNN-PINN integrates liquid residual blocks into PINNs and reports lower RMSE and MAE on four benchmark problems while leaving the original physics modeling and optimization pipeline unchanged.
Vw-pinns: A volume weighting method for pde residuals in physics-informed neural networks.Acta Mechanica Sinica, 41(3):324140, 2025
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LNN-PINN: A Unified Physics-Only Training Framework with Liquid Residual Blocks
LNN-PINN integrates liquid residual blocks into PINNs and reports lower RMSE and MAE on four benchmark problems while leaving the original physics modeling and optimization pipeline unchanged.