A Langevin training trajectory's chance of occupying a small failure region relaxes to about twice its tiny stationary value after a burn-in of order the dimension, unless the region's geometry gives a faster local relaxation rate.
Communications in Partial Differential Equations , volume =
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Avoiding unsafe sets when training with Langevin Dynamics
A Langevin training trajectory's chance of occupying a small failure region relaxes to about twice its tiny stationary value after a burn-in of order the dimension, unless the region's geometry gives a faster local relaxation rate.