We propose new limiting dynamics for stochastic gradient descent in the ...
We consider the momentum stochastic gradient descent scheme (MSGD) and i...
The convergence of stochastic interacting particle systems in the mean-f...
In micro-fluidics not only does capillarity dominate but also thermal
fl...
Scaling limits for the weakly driven Zhang and the Bak-Tang-Wiesenfeld (...
We study a general class of singular degenerate parabolic stochastic par...
We prove the local convergence to minima and estimates on the rate of
co...