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cond-mat.stat-mech2026
Work as a function of protocol duration for the efficient erasure of an underdamped memory: isothermal to adiabatic transition
Nicolas Barros, Stephen Whitelam, Sergio Ciliberto +1
We use evolutionary reinforcement learning to determine efficient time-dependent erasure protocols for an underdamped cantilever moving in a double-well potential, an experimental…
cond-mat.stat-mech2026
A neural-network Maxwell's demon learns cold damping for work extraction
Stephen Whitelam, Sergio Ciliberto, Ludovic Bellon
We train a neural-network Maxwell's demon to extract work from a model of an underdamped micromechanical cantilever subject to thermal noise. The demon, which periodically adjusts…