sparse recovery

An Approach to One-Bit Compressed Sensing Based on Probably Approximately Correct Learning Theory JMLR 2019 A Nonconvex Approach for Exact and Efficient Multichannel Sparse Blind Deconvolution NeurIPS 2019 Fast, Provably convergent IRLS Algorithm for p-norm Linear Regression NeurIPS 2019 Implicit Regularization for Optimal Sparse Recovery NeurIPS 2019 Interaction Hard Thresholding: Consistent Sparse Quadratic Regression in Sub-quadratic Time and Space NeurIPS 2019 Multi-class Heterogeneous Domain Adaptation JMLR 2019 Superset Technique for Approximate Recovery in One-Bit Compressed Sensing NeurIPS 2019 A convex program for bilinear inversion of sparse vectors NeurIPS 2018 Learning without the Phase: Regularized PhaseMax Achieves Optimal Sample Complexity NeurIPS 2018 Signal and Noise Statistics Oblivious Orthogonal Matching Pursuit ICML 2018 Structured Local Minima in Sparse Blind Deconvolution NeurIPS 2018 Testing Sparsity over Known and Unknown Bases ICML 2018 Theoretical Linear Convergence of Unfolded ISTA and Its Practical Weights and Thresholds NeurIPS 2018 Bayesian Inference for Spatio-temporal Spike-and-Slab Priors JMLR 2017 Dual Iterative Hard Thresholding: From Non-convex Sparse Minimization to Non-smooth Concave Maximization ICML 2017 Fast, Sample-Efficient Algorithms for Structured Phase Retrieval NeurIPS 2017 Learning Graphical Games from Behavioral Data: Sufficient and Necessary Conditions AISTATS 2017 Towards Understanding the Invertibility of Convolutional Neural Networks IJCAI 2017 Agnostic Estimation for Misspecified Phase Retrieval Models NeurIPS 2016 A Note on the Sample Complexity of the Er-SpUD Algorithm by Spielman, Wang and Wright for Exact Recovery of Sparsely Used Dictionaries JMLR 2016 A Sparse Interactive Model for Matrix Completion with Side Information NeurIPS 2016 Average-case hardness of RIP certification NeurIPS 2016 Estimating Diffusion Networks: Recovery Conditions, Sample Complexity and Soft-thresholding Algorithm JMLR 2016 Limits on Sparse Support Recovery via Linear Sketching with Random Expander Matrices AISTATS 2016 Linearized Alternating Direction Method of Multipliers for Constrained Nonconvex Regularized Optimization ACML 2016