2 papers
math.ST2026
Learning the Geometry of Data: A Mathematical Review of Shape Space Analysis
Gary P. T. Choi, Khanh Dao Duc, Shira Faigenbaum-Golovin +6
A central objective of machine learning is to identify structure and patterns in data. Advances in data acquisition have increasingly produced datasets whose observations possess r…
cs.LG2026
Cell-induced densification and tether formation in fibrous extracellular matrices with biomimetic physics-informed neural networks
Anci Lin, Zhiwen Zhang, Wenju Zhao
Nonconvex multi-well energies in cell-induced phase transitions give rise to fine-scale microstructures, low-regularity transition layers and sharp interfaces, all of which pose nu…