ResearchBenchmarksData assimilation on Heat (L2RE)Follow0.0326L2REP-PINN-0.0046160.2465920.49780.749008Feb 23, 2026Evaluation ResultsMethodMethodLinksL2REP-PINN2026.020.0326D-PINNdropout_rate=0.1, MC_s...dropout_rate=0.1, MC_samples=502026.020.316B-PINNprior=i.i.d. zero-mean...prior=i.i.d. zero-mean Gaussian, samples=502026.020.394PINNtraining_set=full nois...training_set=full noisy dataset2026.020.963