The adjoint propagation framework enables the concurrent flow of signals and errors, providing a biologically and physically plausible learning mechanism.
DNA damage reshapes genome-wide transcriptional bursting, with distinct burst size and frequency programs associated with differentiation, apoptosis, and survival decisions.