EPR-Net: constructing a non-equilibrium potential landscape via a variational force projection formulation
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We present EPR-Net, a novel and effective deep learning approach that tackles a crucial challenge in biophysics: constructing potential landscapes for high-dimensional non-equilibrium steady-state systems. EPR-Net leverages a nice mathematical fact that the de... ...