Statistical guarantees for sparse deep learning

11 December 2022

Papers citing "Statistical guarantees for sparse deep learning"

7 / 7 papers shown

Title
Sparse deep neural networks for nonparametric estimation in high-dimensional sparse regression Dongya Wu Xin Li 42 0 0 26 Jun 2024
How many samples are needed to train a deep neural network? Pegah Golestaneh Mahsa Taheri Johannes Lederer 34 4 0 26 May 2024
Statistical learning by sparse deep neural networks Felix Abramovich BDL 24 1 0 15 Nov 2023
Implicit Compressibility of Overparametrized Neural Networks Trained with Heavy-Tailed SGD Yijun Wan Melih Barsbey Milad Sefidgaran Umut Simsekli 30 1 0 13 Jun 2023
Single-Model Attribution of Generative Models Through Final-Layer Inversion M. Laszkiewicz Jonas Ricker Johannes Lederer Asja Fischer 31 4 0 26 May 2023
Online Detection of Changes in Moment-Based Projections: When to Retrain Deep Learners or Update Portfolios? A. Steland 28 0 0 14 Feb 2023
Norm-Based Capacity Control in Neural Networks Behnam Neyshabur Ryota Tomioka Nathan Srebro 125 577 0 27 Feb 2015