Learning step sizes for unfolded sparse coding

Learning step sizes for unfolded sparse coding

27 May 2019

Mathurin Massias

Alexandre Gramfort

Papers citing "Learning step sizes for unfolded sparse coding"

14 / 14 papers shown

Title
From Learning to Optimize to Learning Optimization Algorithms Camille Castera Peter Ochs 65 1 0 28 May 2024
Probabilistic Unrolling: Scalable, Inverse-Free Maximum Likelihood Estimation for Latent Gaussian Models Alexander Lin Bahareh Tolooshams Yves Atchadé Demba E. Ba 36 1 0 05 Jun 2023
Learning Variational Models with Unrolling and Bilevel Optimization Christoph Brauer Niklas Breustedt T. Wolff D. Lorenz SSL 36 3 0 26 Sep 2022
Optimization-Derived Learning with Essential Convergence Analysis of Training and Hyper-training Risheng Liu Xuan Liu Shangzhi Zeng Jin Zhang Yixuan Zhang 45 6 0 16 Jun 2022
Unrolling PALM for sparse semi-blind source separation Mohammad Fahes Christophe Kervazo J. Bobin F. Tupin 27 6 0 10 Dec 2021
Hyperparameter Tuning is All You Need for LISTA Xiaohan Chen Jialin Liu Zhangyang Wang W. Yin ODL 30 23 0 29 Oct 2021
Learning to Learn Graph Topologies Xingyue Pu Tianyue Cao Xiaoyun Zhang Xiaowen Dong Siheng Chen 30 39 0 19 Oct 2021
Algorithm Unrolling for Massive Access via Deep Neural Network with Theoretical Guarantee Yandong Shi Hayoung Choi Yuanming Shi Yong Zhou 27 30 0 19 Jun 2021
Understanding approximate and unrolled dictionary learning for pattern recovery Benoit Malézieux Thomas Moreau M. Kowalski MU 22 10 0 11 Jun 2021
Learning to Optimize: A Primer and A Benchmark Tianlong Chen Xiaohan Chen Wuyang Chen Howard Heaton Jialin Liu Zhangyang Wang W. Yin 54 225 0 23 Mar 2021
Solving Sparse Linear Inverse Problems in Communication Systems: A Deep Learning Approach With Adaptive Depth Wei Chen Bowen Zhang Shimei Jin B. Ai Z. Zhong 8 24 0 29 Oct 2020
Neurally Augmented ALISTA Freya Behrens Jonathan Sauder P. Jung 17 15 0 05 Oct 2020
Safeguarded Learned Convex Optimization Howard Heaton Xiaohan Chen Zhangyang Wang W. Yin 24 22 0 04 Mar 2020
Ada-LISTA: Learned Solvers Adaptive to Varying Models Aviad Aberdam Alona Golts Michael Elad 27 40 0 23 Jan 2020