Xuyang Li

Estimating Parameter Fields in Multi-Physics PDEs from Scarce Measurements

Across various physical and biomedical problems, where direct parameter measurements are prohibitively expensive or unattainable, Neptune significantly outperforms existing methods, achieving robust parameter estimation from as few as 45 measurements and reducing parameter estimation errors by up to two orders of magnitude.