| Generalized notions of sparsity and restricted isometry property. Part I: A unified framework | Jun 28, 2017 | compressed sensingDimensionality Reduction | —Unverified | 0 |
| Cover Tree Compressed Sensing for Fast MR Fingerprint Recovery | Jun 23, 2017 | compressed sensingMagnetic Resonance Fingerprinting | —Unverified | 0 |
| A strong converse bound for multiple hypothesis testing, with applications to high-dimensional estimation | Jun 14, 2017 | Active Learningcompressed sensing | —Unverified | 0 |
| Image Restoration from Patch-based Compressed Sensing Measurement | Jun 2, 2017 | compressed sensingCompressive Sensing | —Unverified | 0 |
| Hyperparameter Optimization: A Spectral Approach | Jun 2, 2017 | Bayesian Optimizationcompressed sensing | CodeCode Available | 0 |
| Deep Generative Adversarial Networks for Compressed Sensing Automates MRI | May 31, 2017 | compressed sensingDiagnostic | CodeCode Available | 0 |
| Exploiting Restricted Boltzmann Machines and Deep Belief Networks in Compressed Sensing | May 30, 2017 | compressed sensing | —Unverified | 0 |
| Unrolled Optimization with Deep Priors | May 22, 2017 | compressed sensingDeblurring | CodeCode Available | 0 |
| The Network Nullspace Property for Compressed Sensing of Big Data over Networks | May 11, 2017 | compressed sensing | —Unverified | 0 |
| Statistical learning of rational wavelet transform for natural images | May 2, 2017 | compressed sensing | —Unverified | 0 |
| Shearlet-based compressed sensing for fast 3D cardiac MR imaging using iterative reweighting | May 1, 2017 | Anatomycompressed sensing | —Unverified | 0 |
| A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction | Apr 8, 2017 | compressed sensingDictionary Learning | CodeCode Available | 0 |
| When is Network Lasso Accurate? | Apr 7, 2017 | compressed sensing | —Unverified | 0 |
| Restricted Isometry Property of Gaussian Random Projection for Finite Set of Subspaces | Apr 7, 2017 | Clusteringcompressed sensing | —Unverified | 0 |
| Learning a Variational Network for Reconstruction of Accelerated MRI Data | Apr 3, 2017 | compressed sensingImage Reconstruction | CodeCode Available | 0 |
| Multilinear compressive sensing and an application to convolutional linear networks | Mar 23, 2017 | compressed sensingCompressive Sensing | —Unverified | 0 |
| On The Projection Operator to A Three-view Cardinality Constrained Set | Mar 21, 2017 | compressed sensingfeature selection | —Unverified | 0 |
| Deep artifact learning for compressed sensing and parallel MRI | Mar 3, 2017 | compressed sensing | —Unverified | 0 |
| Deep Learning with Domain Adaptation for Accelerated Projection-Reconstruction MR | Mar 3, 2017 | compressed sensingComputed Tomography (CT) | CodeCode Available | 0 |
| A Deep Cascade of Convolutional Neural Networks for MR Image Reconstruction | Mar 1, 2017 | compressed sensingDictionary Learning | CodeCode Available | 0 |
| Horseshoe Regularization for Feature Subset Selection | Feb 23, 2017 | compressed sensingUncertainty Quantification | CodeCode Available | 0 |
| Incorporation of prior knowledge of the signal behavior into the reconstruction to accelerate the acquisition of MR diffusion data | Feb 9, 2017 | compressed sensingDiffusion MRI | CodeCode Available | 0 |
| Signal Recovery from Unlabeled Samples | Jan 30, 2017 | compressed sensing | —Unverified | 0 |
| Multi-Layer Generalized Linear Estimation | Jan 24, 2017 | compressed sensing | —Unverified | 0 |
| An Asynchronous Parallel Approach to Sparse Recovery | Jan 12, 2017 | compressed sensing | —Unverified | 0 |
