Before revision:  In particular, our findings confirm that machine learning is a promising venue for devising viable solutions to the level-set method 's numerical shortcomings .
After revision:  In particular, our findings confirm that machine learning is a promising venue for reducing or removing mass loss in the level-set method 's numerical shortcomings .