Lower Generalization Bounds for GD and SGD in Smooth Stochastic Convex Optimization

19 March 2023

Papers citing "Lower Generalization Bounds for GD and SGD in Smooth Stochastic Convex Optimization"

6 / 6 papers shown

Title
Stability and Generalization for Minibatch SGD and Local SGD Yunwen Lei Tao Sun Mingrui Liu 32 3 0 02 Oct 2023
Fantastic Generalization Measures are Nowhere to be Found Michael C. Gastpar Ido Nachum Jonathan Shafer T. Weinberger 26 13 0 24 Sep 2023
Select without Fear: Almost All Mini-Batch Schedules Generalize Optimally Konstantinos E. Nikolakakis Amin Karbasi Dionysis Kalogerias 30 5 0 03 May 2023
Optimistic Rates: A Unifying Theory for Interpolation Learning and Regularization in Linear Regression Lijia Zhou Frederic Koehler Danica J. Sutherland Nathan Srebro 95 24 0 08 Dec 2021
SGD: The Role of Implicit Regularization, Batch-size and Multiple-epochs Satyen Kale Ayush Sekhari Karthik Sridharan 180 29 0 11 Jul 2021
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 258 36,371 0 25 Aug 2016