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cond-mat.stat-mech2025
Local imperfect feedback control in non-equilibrium biophysical systems enabled by thermodynamic constraints
Carlos Floyd, Aaron R. Dinner, Suriyanarayanan Vaikuntanathan
How biological networks achieve robust control despite relying on imperfect, local information remains an important open question. Here, we identify thermodynamic constraints that…
cond-mat.stat-mech2024★ 5 cited
Learning to control non-equilibrium dynamics using local imperfect gradients
Carlos Floyd, Aaron R. Dinner, Suriyanarayanan Vaikuntanathan
Standard approaches to controlling dynamical systems involve biologically implausible steps such as backpropagation of errors or intermediate model-based system representations. Re…