A Second-order Look at Stability and Generalization

By EU ANDREAS-MAURER.. 2017

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

1. Lingxiao Huang
2. Nisheeth K. Vishnoi
3. Jan Vondr'ak
4. Vitaly Feldman
5. L. Elisa Celis
6. Nicholas Carlini
7. Raef Bassily
8. Moran Feldman

Citations in the corpus

• Stable and Fair Classification (2019, methodology): “In this paper, we focus on the following stability measure introduced by (Bousquet & Elisseeff, 2002), which was also used by (Shalev-Shwartz et al., 2010; Maurer, 2017; Meng et al., 2017).”
• Generalization Bounds for Uniformly Stable Algorithms (2018, background): “Maurer [20] considers generalization bounds for a special case of linear regression with a strongly convex regularizer and a sufficiently smooth loss function.”