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cond-mat.stat-mech2022★ 6 cited
Physics-informed graph neural networks enhance scalability of variational nonequilibrium optimal control
Jiawei Yan, Grant M. Rotskoff
When a physical system is driven away from equilibrium, the statistical distribution of its dynamical trajectories informs many of its physical properties. Characterizing the natur…
cond-mat.stat-mech2019
Achievability of thermodynamic uncertainty relations
Jiawei Yan
The thermodynamic uncertainty relations provide a universal trade-offs between entropy dissipation rate and fluctuations in transport current. This relation has been mostly used to…