6 citations · 17 across the 24 of their papers we have counts for
3 papers · 2 filters
EM for Mixture of Linear Regression with Clustered Data
Amirhossein Reisizadeh, Khashayar Gatmiry, Asuman Ozdaglar
Modern data-driven and distributed learning frameworks deal with diverse massive data generated by clients spread across heterogeneous environments. Indeed, data heterogeneity is a…
The Inductive Bias of Flatness Regularization for Deep Matrix Factorization
Khashayar Gatmiry, Zhiyuan Li, Ching-Yao Chuang +3
Recent works on over-parameterized neural networks have shown that the stochasticity in optimizers has the implicit regularization effect of minimizing the sharpness of the loss fu…
A Unified Approach to Controlling Implicit Regularization via Mirror Descent
Haoyuan Sun, Khashayar Gatmiry, Kwangjun Ahn +1
Inspired by the remarkable success of large neural networks, there has been significant interest in understanding the generalization performance of over-parameterized models. Subst…