37 citations · 61 across the 14 of their papers we have counts for
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math.OC2021★ 4 cited
Stochastic gradient descent and fast relaxation to thermodynamic equilibrium: a stochastic control approach
Tobias Breiten, Carsten Hartmann, Lara Neureither +1
We study the convergence to equilibrium of an underdamped Langevin equation that is controlled by a linear feedback force. Specifically, we are interested in sampling the possibly…
math-ph2021★ 4 cited
Variational structures beyond gradient flows: a macroscopic fluctuation-theory perspective
Robert I. A. Patterson, D. R. Michiel Renger, Upanshu Sharma
Macroscopic equations arising out of stochastic particle systems in detailed balance (called dissipative systems or gradient flows) have a natural variational structure, which can…