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cond-mat.stat-mech2026
Optimal feedback control under stepwise equilibration and partial observation
Francesco Mottes, Michael P. Brenner
Many microscopic machines rely on noisy signals to direct nonequilibrium transformations and operate in a timescale-separated regime. We consider feedback protocols in which a syst…
physics.comp-ph2026
Gradient-based optimization of exact stochastic kinetic models
Francesco Mottes, Qian-Ze Zhu, Michael P. Brenner
Stochastic kinetic models describe systems across biology, chemistry, and physics where discrete events and small populations render deterministic approximations inadequate. Parame…