sparse optimization

Model Consistency for Learning with Mirror-Stratifiable Regularizers AISTATS 2019 On Fast Convergence of Proximal Algorithms for SQRT-Lasso Optimization: Don’t Worry About its Nonsmooth Loss Function UAI 2019 Optimal Sparse Decision Trees NeurIPS 2019 Primal-Dual Block Generalized Frank-Wolfe NeurIPS 2019 Robust Principal Component Analysis with Adaptive Neighbors NeurIPS 2019 Sparse Adversarial Perturbations for Videos AAAI 2019 The Impact of Regularization on High-dimensional Logistic Regression NeurIPS 2019 Think out of the "Box": Generically-Constrained Asynchronous Composite Optimization and Hedging NeurIPS 2019 Accelerated Difference of Convex functions Algorithm and its Application to Sparse Binary Logistic Regression IJCAI 2018 A Hybrid l1-l0 Layer Decomposition Model for Tone Mapping CVPR 2018 Alternating optimization of decision trees, with application to learning sparse oblique trees NeurIPS 2018 Celer: a Fast Solver for the Lasso with Dual Extrapolation ICML 2018 CNN Driven Sparse Multi-Level B-Spline Image Registration CVPR 2018 Distantly Supervised Attribute Detection from Reviews EMNLP 2018 Efficient Stochastic Gradient Hard Thresholding NeurIPS 2018 Fast Similarity Search via Optimal Sparse Lifting NeurIPS 2018 High Dimensional Linear Regression using Lattice Basis Reduction NeurIPS 2018 IHT dies hard: Provable accelerated Iterative Hard Thresholding AISTATS 2018 ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing CVPR 2018 New Balanced Active Learning Model and Optimization Algorithm IJCAI 2018 Nonlinear Structured Signal Estimation in High Dimensions via Iterative Hard Thresholding AISTATS 2018 Nonoverlap-Promoting Variable Selection ICML 2018 Orthogonal Matching Pursuit for Text Classification EMNLP 2018 Short-term Sparse Portfolio Optimization Based on Alternating Direction Method of Multipliers JMLR 2018 Smooth and Sparse Optimal Transport AISTATS 2018