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compressed sensing

198 papers

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Also known as

OBCS 1BCS CS

Co-occurring keywords

sparse recovery (113) signal recovery (54) image reconstruction (663) compressive sensing (126) generative model (2889) convex optimization (1320) sparse optimization (246) sparse regression (175) sparse signal recovery (24) support recovery (43)

Papers

MULAN: A Blind and Off-Grid Method for Multichannel Echo Retrieval NIPS 2018
A convex program for bilinear inversion of sparse vectors NIPS 2018
IHT dies hard: Provable accelerated Iterative Hard Thresholding AISTATS 2018
Nonlinear Structured Signal Estimation in High Dimensions via Iterative Hard Thresholding AISTATS 2018
Modeling Sparse Deviations for Compressed Sensing using Generative Models ICML 2018
Testing Sparsity over Known and Unknown Bases ICML 2018
Learning without the Phase: Regularized PhaseMax Achieves Optimal Sample Complexity NIPS 2018
Expanding Holographic Embeddings for Knowledge Completion NIPS 2018
Phase Retrieval Under a Generative Prior NIPS 2018
Thwarting Adversarial Examples: An $L_0$-Robust Sparse Fourier Transform NIPS 2018
Restricted Eigenvalue from Stable Rank with Applications to Sparse Linear Regression COLT 2018
Near Optimal Sketching of Low-Rank Tensor Regression NIPS 2017
Convolutional Phase Retrieval NIPS 2017
Alternating minimization for dictionary learning with random initialization NIPS 2017
Binary and Multi-Bit Coding for Stable Random Projections AISTATS 2017
Compressed Sensing using Generative Models ICML 2017
Robust Structured Estimation with Single-Index Models ICML 2017
Dual Iterative Hard Thresholding: From Non-convex Sparse Minimization to Non-smooth Concave Maximization ICML 2017
On Blackbox Backpropagation and Jacobian Sensing NIPS 2017
On the Iteration Complexity of Support Recovery via Hard Thresholding Pursuit ICML 2017
Solving Most Systems of Random Quadratic Equations NIPS 2017
Partial Hard Thresholding: Towards A Principled Analysis of Support Recovery NIPS 2017
On The Projection Operator to A Three-view Cardinality Constrained Set ICML 2017
Two New Approaches to Compressed Sensing Exhibiting Both Robust Sparse Recovery and the Grouping Effect JMLR 2017
Structured Matrix Recovery via the Generalized Dantzig Selector NIPS 2016