ResearchBenchmarksParameter inversion on PInv (L2RE)Parameter inversion on PInv (L2RE)Follow0.0182L2REP-PINN-0.0038720.1451140.29410.443086Feb 23, 2026Evaluation resultsMethodMethodLinksL2REP-PINN2026.020.0182PINNtraining_set=full nois...training_set=full noisy dataset2026.020.0937D-PINNdropout_rate=0.1, MC_s...dropout_rate=0.1, MC_samples=502026.020.101B-PINNprior=i.i.d. zero-mean...prior=i.i.d. zero-mean Gaussian, samples=502026.020.57