ResearchBenchmarksParameter inversion on NSInv (L2RE)Parameter inversion on NSInv (L2RE)Follow0.228L2RED-PINN0.099520.966761.8342.70124Feb 23, 2026Evaluation resultsMethodMethodLinksL2RED-PINNdropout_rate=0.1, MC_s...dropout_rate=0.1, MC_samples=502026.020.228P-PINN2026.020.644B-PINNprior=i.i.d. zero-mean...prior=i.i.d. zero-mean Gaussian, samples=502026.021.98PINNtraining_set=full nois...training_set=full noisy dataset2026.023.44