2 citations · 2 across the 1 of their papers we have counts for
2 papers
math.OC2019
On the connections between algorithmic regularization and penalization for convex losses
Qian Qian, Xiaoyuan Qian
In this work we establish the equivalence of algorithmic regularization and explicit convex penalization for generic convex losses. We introduce a geometric condition for the optim…
stat.ML2019★ 2 cited
The Implicit Bias of AdaGrad on Separable Data
Qian Qian, Xiaoyuan Qian
We study the implicit bias of AdaGrad on separable linear classification problems. We show that AdaGrad converges to a direction that can be characterized as the solution of a quad…