ResearchBenchmarksData assimilation on Wave (L2RE)Follow0.0888L2REP-PINN0.0617120.2445560.42740.610244Feb 23, 2026Evaluation ResultsMethodMethodLinksL2REP-PINN2026.020.0888D-PINNdropout_rate=0.1, MC_s...dropout_rate=0.1, MC_samples=502026.020.135B-PINNprior=i.i.d. zero-mean...prior=i.i.d. zero-mean Gaussian, samples=502026.020.697PINNtraining_set=full nois...training_set=full noisy dataset2026.020.766