Safeguarded Learned Convex Optimization

Safeguarded Learned Convex Optimization

4 March 2020

Papers citing "Safeguarded Learned Convex Optimization"

19 / 19 papers shown

Title
From Learning to Optimize to Learning Optimization Algorithms Camille Castera Peter Ochs 85 1 0 28 May 2024
Learning to Optimize: A Primer and A Benchmark Tianlong Chen Xiaohan Chen Wuyang Chen Howard Heaton Jialin Liu Zhangyang Wang W. Yin 116 231 0 23 Mar 2021
Ada-LISTA: Learned Solvers Adaptive to Varying Models Aviad Aberdam Alona Golts Michael Elad 32 40 0 23 Jan 2020
Learning step sizes for unfolded sparse coding Pierre Ablin Thomas Moreau Mathurin Massias Alexandre Gramfort MQ 50 51 0 27 May 2019
Differentiable Linearized ADMM Xingyu Xie Jianlong Wu Zhisheng Zhong Guangcan Liu Zhouchen Lin 36 62 0 15 May 2019
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 131 1,367 0 15 Nov 2018
Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search Zhuwen Li Qifeng Chen V. Koltun GNN 74 472 0 25 Oct 2018
Theoretical Linear Convergence of Unfolded ISTA and its Practical Weights and Thresholds Xiaohan Chen Jialin Liu Zhangyang Wang W. Yin 49 231 0 29 Aug 2018
Learned D-AMP: Principled Neural Network based Compressive Image Recovery Christopher A. Metzler Ali Mousavi Richard G. Baraniuk 44 285 0 21 Apr 2017
Learning Combinatorial Optimization Algorithms over Graphs H. Dai Elias Boutros Khalil Yuyu Zhang B. Dilkina Le Song 86 1,453 0 05 Apr 2017
Understanding Trainable Sparse Coding via Matrix Factorization Thomas Moreau Joan Bruna 35 44 0 01 Sep 2016
Learning to learn by gradient descent by gradient descent Marcin Andrychowicz Misha Denil Sergio Gomez Colmenarejo Matthew W. Hoffman David Pfau Tom Schaul Brendan Shillingford Nando de Freitas 77 2,000 0 14 Jun 2016
Learning to Optimize Ke Li Jitendra Malik 41 256 0 06 Jun 2016
Tradeoffs between Convergence Speed and Reconstruction Accuracy in Inverse Problems Raja Giryes Yonina C. Eldar A. Bronstein Guillermo Sapiro 42 85 0 30 May 2016
Maximal Sparsity with Deep Networks? Bo Xin Yizhou Wang Wen Gao David Wipf 3DPC 52 167 0 05 May 2016
Learning A Task-Specific Deep Architecture For Clustering Zhangyang Wang Shiyu Chang Jiayu Zhou Meng Wang Thomas S. Huang 36 81 0 01 Sep 2015
Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures J. Hershey Jonathan Le Roux F. Weninger BDL 74 430 0 09 Sep 2014
A fast patch-dictionary method for whole image recovery Yangyang Xu W. Yin 32 63 0 16 Aug 2014
Learning efficient sparse and low rank models Pablo Sprechmann A. Bronstein Guillermo Sapiro 142 192 0 14 Dec 2012