| Regularized Spherical Polar Fourier Diffusion MRI with Optimal Dictionary Learning | Jul 2, 2013 | compressed sensingDictionary Learning | —Unverified | 0 |
| Short Term Memory Capacity in Networks via the Restricted Isometry Property | Jul 1, 2013 | compressed sensing | —Unverified | 0 |
| Compressive Coded Aperture Keyed Exposure Imaging with Optical Flow Reconstruction | Jun 26, 2013 | compressed sensingOptical Flow Estimation | —Unverified | 0 |
| Near-Optimal Adaptive Compressed Sensing | Jun 26, 2013 | compressed sensing | —Unverified | 0 |
| Precisely Verifying the Null Space Conditions in Compressed Sensing: A Sandwiching Algorithm | Jun 11, 2013 | compressed sensing | —Unverified | 0 |
| Sparse Representation of a Polytope and Recovery of Sparse Signals and Low-rank Matrices | Jun 5, 2013 | compressed sensing | —Unverified | 0 |
| Compressed Hashing | Jun 1, 2013 | compressed sensing | —Unverified | 0 |
| Corrupted Sensing: Novel Guarantees for Separating Structured Signals | May 11, 2013 | compressed sensing | —Unverified | 0 |
| Robust Spectral Compressed Sensing via Structured Matrix Completion | Apr 30, 2013 | compressed sensingMatrix Completion | —Unverified | 0 |
| Spectral Compressed Sensing via Structured Matrix Completion | Apr 16, 2013 | compressed sensingMatrix Completion | —Unverified | 0 |
| A problem dependent analysis of SOCP algorithms in noisy compressed sensing | Mar 29, 2013 | compressed sensing | —Unverified | 0 |
| Sample Distortion for Compressed Imaging | Mar 22, 2013 | compressed sensingDecoder | —Unverified | 0 |
| Metrics for Multivariate Dictionaries | Feb 18, 2013 | Clusteringcompressed sensing | CodeCode Available | 0 |
| Multiclass Data Segmentation using Diffuse Interface Methods on Graphs | Feb 15, 2013 | compressed sensingSegmentation | —Unverified | 0 |
| Bayesian Nonparametric Dictionary Learning for Compressed Sensing MRI | Feb 12, 2013 | compressed sensingDenoising | —Unverified | 0 |
| Coherence and sufficient sampling densities for reconstruction in compressed sensing | Feb 12, 2013 | compressed sensingLow-Rank Matrix Completion | —Unverified | 0 |
| Robust image reconstruction from multi-view measurements | Dec 13, 2012 | compressed sensingImage Reconstruction | —Unverified | 0 |
| Feature Clustering for Accelerating Parallel Coordinate Descent | Dec 1, 2012 | Clusteringcompressed sensing | —Unverified | 0 |
| Multilabel Classification using Bayesian Compressed Sensing | Dec 1, 2012 | Active LearningClassification | —Unverified | 0 |
| Approximate Message Passing with Consistent Parameter Estimation and Applications to Sparse Learning | Dec 1, 2012 | compressed sensingparameter estimation | —Unverified | 0 |
| Near-optimal compressed sensing guarantees for total variation minimization | Oct 11, 2012 | compressed sensing | —Unverified | 0 |
| Recovering Block-structured Activations Using Compressive Measurements | Sep 15, 2012 | compressed sensing | —Unverified | 0 |
| Group Iterative Spectrum Thresholding for Super-Resolution Sparse Spectral Selection | Jul 28, 2012 | compressed sensingSuper-Resolution | —Unverified | 0 |
| Robust Dequantized Compressive Sensing | Jul 3, 2012 | compressed sensingCompressive Sensing | —Unverified | 0 |
| Compressed Sensing of EEG for Wireless Telemonitoring with Low Energy Consumption and Inexpensive Hardware | Jun 13, 2012 | compressed sensingData Compression | —Unverified | 0 |
| Compressed Sensing for Energy-Efficient Wireless Telemonitoring of Noninvasive Fetal ECG via Block Sparse Bayesian Learning | May 7, 2012 | compressed sensingCPU | —Unverified | 0 |
| Dimensionality Reduction Using the Sparse Linear Model | Dec 1, 2011 | compressed sensingDimensionality Reduction | —Unverified | 0 |
| Neural Reconstruction with Approximate Message Passing (NeuRAMP) | Dec 1, 2011 | compressed sensingparameter estimation | —Unverified | 0 |
| Universal low-rank matrix recovery from Pauli measurements | Dec 1, 2011 | compressed sensingGaussian Processes | —Unverified | 0 |
| Orthogonal Matching Pursuit with Replacement | Dec 1, 2011 | compressed sensing | —Unverified | 0 |
| Compressed sensing of astronomical images:orthogonal wavelets domains | Nov 27, 2011 | compressed sensingImage Compression | —Unverified | 0 |
| Joint reconstruction of multiecho MR images using correlated sparsity | May 14, 2011 | compressed sensing | —Unverified | 0 |
| Tensor completion and low-n-rank tensor recovery via convex optimization | Feb 24, 2011 | compressed sensing | —Unverified | 0 |
| Short-term memory in neuronal networks through dynamical compressed sensing | Dec 1, 2010 | compressed sensing | —Unverified | 0 |
| Probabilistic Multi-Task Feature Selection | Dec 1, 2010 | Cancer Classificationcompressed sensing | —Unverified | 0 |
| Task-Driven Dictionary Learning | Sep 27, 2010 | Classificationcompressed sensing | —Unverified | 0 |
| Learning Functions of Few Arbitrary Linear Parameters in High Dimensions | Aug 18, 2010 | compressed sensing | —Unverified | 0 |
| GraphLab: A New Framework for Parallel Machine Learning | Jun 25, 2010 | BIG-bench Machine Learningcompressed sensing | CodeCode Available | 0 |
| On the Achievability of Cramér-Rao Bound In Noisy Compressed Sensing | Jun 13, 2010 | compressed sensingLEMMA | —Unverified | 0 |
| Speeding up Magnetic Resonance Image Acquisition by Bayesian Multi-Slice Adaptive Compressed Sensing | Dec 1, 2009 | compressed sensingVariational Inference | —Unverified | 0 |
| Asymptotic Analysis of MAP Estimation via the Replica Method and Compressed Sensing | Dec 1, 2009 | compressed sensing | —Unverified | 0 |
| An Homotopy Algorithm for the Lasso with Online Observations | Dec 1, 2008 | compressed sensingDenoising | —Unverified | 0 |