ResearchBenchmarksParameter Inversion on HInv (L2RE)Parameter Inversion on HInv (L2RE)Follow0.0814L2REP-PINN0.0739360.1243180.17470.225082Feb 23, 2026Evaluation resultsMethodMethodLinksL2REP-PINN2026.020.0814PINNtraining_set=full nois...training_set=full noisy dataset2026.020.132D-PINNdropout_rate=0.1, MC_s...dropout_rate=0.1, MC_samples=502026.020.221B-PINNprior=i.i.d. zero-mean...prior=i.i.d. zero-mean Gaussian, samples=502026.020.268