ResearchBenchmarksParameter inversion on WInv (L2RE)Parameter inversion on WInv (L2RE)Follow0.0571L2REP-PINN0.0509040.0927270.134550.176373Feb 23, 2026Evaluation resultsMethodMethodLinksL2REP-PINN2026.020.0571PINNtraining_set=full nois...training_set=full noisy dataset2026.020.0994D-PINNdropout_rate=0.1, MC_s...dropout_rate=0.1, MC_samples=502026.020.157B-PINNprior=i.i.d. zero-mean...prior=i.i.d. zero-mean Gaussian, samples=502026.020.212