Wang, Xin

Diverse Explanations From Data-Driven and Domain-Driven Perspectives in the Physical Sciences

2024 · arXiv (Cornell University)

Machine learning methods have been remarkably successful in material science, providing novel scientific insights, guiding future laboratory experiments, and accelerating materials discovery. Despite the promising performance of these models, understanding the decisions they make is …