| Uniform Approximations for Randomized Hadamard Transforms with Applications | Mar 3, 2022 | compressed sensingDimensionality Reduction | —Unverified | 0 | 0 |
| A Unified Model for Compressed Sensing MRI Across Undersampling Patterns | Oct 5, 2024 | Anatomycompressed sensing | —Unverified | 0 | 0 |
| Universal Architectures for the Learning of Polyhedral Norms and Convex Regularizers | Mar 24, 2025 | compressed sensingDenoising | —Unverified | 0 | 0 |
| Universality laws for randomized dimension reduction, with applications | Nov 30, 2015 | compressed sensingDimensionality Reduction | —Unverified | 0 | 0 |
| Universal low-rank matrix recovery from Pauli measurements | Dec 1, 2011 | compressed sensingGaussian Processes | —Unverified | 0 | 0 |
| Universally Elevating the Phase Transition Performance of Compressed Sensing: Non-Isometric Matrices are Not Necessarily Bad Matrices | Jul 17, 2013 | compressed sensing | —Unverified | 0 | 0 |
| Unknown sparsity in compressed sensing: Denoising and inference | Jul 25, 2015 | compressed sensingDenoising | —Unverified | 0 | 0 |
| Unrolled denoising networks provably learn optimal Bayesian inference | Sep 19, 2024 | Bayesian Inferencecompressed sensing | —Unverified | 0 | 0 |
| Unsupervised Accelerated MRI Reconstruction via Ground-Truth-Free Flow Matching | Feb 24, 2025 | compressed sensingDenoising | —Unverified | 0 | 0 |
| User Activity Detection for Irregular Repetition Slotted Aloha based MMTC | Nov 11, 2021 | Action DetectionActivity Detection | —Unverified | 0 | 0 |
| Utilizing the Structure of the Curvelet Transform with Compressed Sensing | Jul 24, 2021 | compressed sensingDenoising | —Unverified | 0 | 0 |
| Utilizing the Wavelet Transform's Structure in Compressed Sensing | Feb 11, 2020 | compressed sensingDenoising | —Unverified | 0 | 0 |
| Validation and Generalizability of Self-Supervised Image Reconstruction Methods for Undersampled MRI | Jan 29, 2022 | Anatomycompressed sensing | —Unverified | 0 | 0 |
| Variable Binding for Sparse Distributed Representations: Theory and Applications | Sep 14, 2020 | compressed sensing | —Unverified | 0 | 0 |
| Variance State Propagation for Structured Sparse Bayesian Learning | Oct 16, 2019 | compressed sensing | —Unverified | 0 | 0 |
| Variational Learning ISTA | Jul 9, 2024 | compressed sensingDictionary Learning | —Unverified | 0 | 0 |
| Variational Quantum Compressed Sensing for Joint User and Channel State Acquisition in Grant-Free Device Access Systems | May 17, 2022 | compressed sensingDenoising | —Unverified | 0 | 0 |
| Verified Neural Compressed Sensing | May 7, 2024 | compressed sensing | —Unverified | 0 | 0 |
| When is Network Lasso Accurate? | Apr 7, 2017 | compressed sensing | —Unverified | 0 | 0 |
| Windowed Dictionary Design for Delay-Aware OMP Channel Estimation under Fractional Doppler | Dec 2, 2024 | compressed sensing | —Unverified | 0 | 0 |
| WTDUN: Wavelet Tree-Structured Sampling and Deep Unfolding Network for Image Compressed Sensing | Nov 25, 2024 | compressed sensingImage Compressed Sensing | —Unverified | 0 | 0 |
| YOSO: You-Only-Sample-Once via Compressed Sensing for Graph Neural Network Training | Nov 8, 2024 | compressed sensingGraph Neural Network | —Unverified | 0 | 0 |
| Sparse Support Recovery with Non-smooth Loss Functions | Dec 1, 2016 | compressed sensing | —Unverified | 0 | 0 |
| 1-bit Localization Scheme for Radar using Dithered Quantized Compressed Sensing | Jun 15, 2018 | compressed sensingQuantization | —Unverified | 0 | 0 |
| A Bayesian Compressed Sensing Kalman Filter for Direction of Arrival Estimation | Sep 21, 2015 | compressed sensingCompressive Sensing | —Unverified | 0 | 0 |
