Livia Lehmann

This paper demonstrates DNA flipping across lipid membranes in synthetic cells to enable transmembrane signaling and transcriptional activation.

The paper introduces DLRN, a deep learning framework that models time-resolved data to extract kinetic reaction networks, time constants, and amplitudes with performance comparable to or better than classical methods.