ResearchBenchmarksData Assimilation on Poisson (L2RE)Follow0.0804L2REP-PINN0.0689360.1463180.22370.301082Feb 23, 2026Evaluation ResultsMethodMethodLinksL2REP-PINN2026.020.0804D-PINNdropout_rate=0.1, MC_s...dropout_rate=0.1, MC_samples=502026.020.217PINNtraining_set=full nois...training_set=full noisy dataset2026.020.259B-PINNprior=i.i.d. zero-mean...prior=i.i.d. zero-mean Gaussian, samples=502026.020.367