99 citations · 314 across the 26 of their papers we have counts for
Showing 2023 · stat.MLShow all
2 papers · 2 filters
stat.ML2023
Asymptotics of Bayesian Uncertainty Estimation in Random Features Regression
Youngsoo Baek, Samuel I. Berchuck, Sayan Mukherjee
In this paper we compare and contrast the behavior of the posterior predictive distribution to the risk of the maximum a posteriori estimator for the random features regression mod…
stat.ML2023
Global Optimality of Elman-type RNN in the Mean-Field Regime
Andrea Agazzi, Jianfeng Lu, Sayan Mukherjee
We analyze Elman-type Recurrent Reural Networks (RNNs) and their training in the mean-field regime. Specifically, we show convergence of gradient descent training dynamics of the R…