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.
Modeling the complex spatio-temporal dynamicsofoceanwaveparameters:Ahybridpinn-lstmapproachfor accurate wave forecasting.Measurement, 252:117383
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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.