The American Physical Society (APS) March Meeting is one of the largest annual physics conferences of the world. This year’s edition hosted over 10,000 scientists and students from around the globe, offering a rich platform to exchange novel ideas and breakthroughs that advance the field of physics. The meeting undoubtedly covered a comprehensive range of topics, of which many are of particular interest to our computational science community.