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compressed sensing

198 papers

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Also known as

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

Global and Quadratic Convergence of Newton Hard-Thresholding Pursuit JMLR 2021
One-Sketch-for-All: Non-linear Random Features from Compressed Linear Measurements AISTATS 2021
Analysis of Sensing Spectral for Signal Recovery under a Generalized Linear Model NIPS 2021
Support Recovery of Sparse Signals from a Mixture of Linear Measurements NIPS 2021
Towards Sample-Optimal Compressive Phase Retrieval with Sparse and Generative Priors NIPS 2021
MRI Reconstruction with Interpretable Pixel-Wise Operations Using Reinforcement Learning AAAI 2020
Sparse Convex Optimization via Adaptively Regularized Hard Thresholding ICML 2020
Image-Adaptive GAN Based Reconstruction AAAI 2020
On the Power of Compressed Sensing with Generative Models ICML 2020
Sample Complexity Bounds for 1-bit Compressive Sensing and Binary Stable Embeddings with Generative Priors ICML 2020
MAC-ReconNet: A Multiple Acquisition Context based Convolutional Neural Network for MR Image Reconstruction using Dynamic Weight Prediction MIDL 2020
Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems ICML 2020
GrappaNet: Combining Parallel Imaging With Deep Learning for Multi-Coil MRI Reconstruction CVPR 2020
Sub-linear Memory Sketches for Near Neighbor Search on Streaming Data ICML 2020
Robust compressed sensing using generative models NIPS 2020
Recovery of Sparse Signals from a Mixture of Linear Samples ICML 2020
Phase retrieval in high dimensions: Statistical and computational phase transitions NIPS 2020
Truncated Linear Regression in High Dimensions NIPS 2020
Learning sparse codes from compressed representations with biologically plausible local wiring constraints NIPS 2020
One-Bit Compressed Sensing via One-Shot Hard Thresholding UAI 2020
Constant-Expansion Suffices for Compressed Sensing with Generative Priors NIPS 2020
Exploiting Model Sparsity in Adaptive MPC: A Compressed Sensing Viewpoint L4DC 2020
The Generalized Lasso with Nonlinear Observations and Generative Priors NIPS 2020
Projection & Probability-Driven Black-Box Attack CVPR 2020
Explaining Groups of Points in Low-Dimensional Representations ICML 2020