Quantifying HiPSC-CM Structural Organization at Scale with Deep Learning-Enhanced SarcGraph

S Mohammadzadeh, E Lejeune - arxiv preprint arxiv:2501.18714, 2025 - arxiv.org
In cardiac cells, structural organization is an important indicator of cell maturity and healthy
function. Healthy cardiomyocytes exhibit well-aligned morphology with densely packed and …

Machine Learning-Guided Design of Non-Reciprocal and Asymmetric Elastic Chiral Metamaterials

L Yuan, E Lejeune, HS Park - arxiv preprint arxiv:2404.13215, 2024 - arxiv.org
There has been significant recent interest in the mechanics community to design structures
that can either violate reciprocity, or exhibit elastic asymmetry or odd elasticity. While these …

Scientific Machine Learning: A Symbiosis

B Keith, T O'Leary-Roseberry, B Sanderse… - Foundations of Data …, 2025 - aimsciences.org
This editorial serves as a preface to the “Scientific Machine Learning”(SciML) special issue
of the AIMS Foundations of Data Science journal. In this piece, we contend that SciML exists …

Machine learning powered insights into metamaterial prediction and design

L Yuan - 2024 - search.proquest.com
There has been significant recent interest in the mechanics community to apply machine
learning methods to design and predict the properties of metamaterials. Metamaterials are …