181 citations · 390 across the 10 of their papers we have counts for
10 papers
Learning a conserved mechanism for early neuroectoderm morphogenesis
Matthew Lefebvre, Jonathan Colen, Nikolas Claussen +6
Morphogenesis is the process whereby the body of an organism develops its target shape. The morphogen BMP is known to play a conserved role across bilaterian organisms in determini…
Interpreting neural operators: how nonlinear waves propagate in non-reciprocal solids
Jonathan Colen, Alexis Poncet, Denis Bartolo +1
We present a data-driven pipeline for model building that combines interpretable machine learning, hydrodynamic theories, and microscopic models. The goal is to uncover the underly…
Sociohydrodynamics: data-driven modelling of social behavior
Daniel S. Seara, Jonathan Colen, Michel Fruchart +3
Living systems display complex behaviors driven by physical forces as well as decision-making. Hydrodynamic theories hold promise for simplified universal descriptions of socially-…
Motor crosslinking augments elasticity in active nematics
Steven A. Redford, Jonathan Colen, Jordan L. Shivers +8
In active materials, uncoordinated internal stresses lead to emergent long-range flows. An understanding of how the behavior of active materials depends on mesoscopic (hydrodynamic…
Zyxin is all you need: machine learning adherent cell mechanics
Matthew S. Schmitt, Jonathan Colen, Stefano Sala +5
Cellular form and function emerge from complex mechanochemical systems within the cytoplasm. No systematic strategy currently exists to infer large-scale physical properties of a c…
Negative group velocity and Kelvin-like wake pattern
Eugene B. Kolomeisky, Jonathan Colen, Joseph P. Straley
Wake patterns due to a uniformly traveling source are a result of the resonant emission of the medium's collective excitations. When there exists a frequency range where such excit…