Generalization Error Bounds for Iterative Recovery Algorithms Unfolded as Neural Networks

8 December 2021

Papers citing "Generalization Error Bounds for Iterative Recovery Algorithms Unfolded as Neural Networks"

6 / 6 papers shown

Title
Variational Learning ISTA F. V. Massoli Christos Louizos Arash Behboodi 33 0 0 09 Jul 2024
Optimization Guarantees of Unfolded ISTA and ADMM Networks With Smooth Soft-Thresholding Shaik Basheeruddin Shah Pradyumna Pradhan Wei Pu Ramunaidu Randhi Miguel R. D. Rodrigues Yonina C. Eldar 22 4 0 12 Sep 2023
Generalization and Estimation Error Bounds for Model-based Neural Networks Avner Shultzman Eyar Azar M. Rodrigues Yonina C. Eldar 24 7 0 19 Apr 2023
Theoretical Perspectives on Deep Learning Methods in Inverse Problems Jonathan Scarlett Reinhard Heckel M. Rodrigues Paul Hand Yonina C. Eldar AI4CE 27 29 0 29 Jun 2022
DECONET: an Unfolding Network for Analysis-based Compressed Sensing with Generalization Error Bounds Vicky Kouni Yannis Panagakis 27 1 0 14 May 2022
ADMM-DAD net: a deep unfolding network for analysis compressed sensing Vicky Kouni Georgios Paraskevopoulos Holger Rauhut G. C. Alexandropoulos 37 18 0 13 Oct 2021