Sparse Learning

Evaluating Lottery Tickets Under Distributional Shifts EMNLP 2019 Implicit Regularization for Optimal Sparse Recovery NeurIPS 2019 Low-Rank Laplacian-Uniform Mixed Model for Robust Face Recognition CVPR 2019 Outlier-robust estimation of a sparse linear model using ℓ_1-penalized Huber's M-estimator NeurIPS 2019 Sparse Logistic Regression Learns All Discrete Pairwise Graphical Models NeurIPS 2019 Superset Technique for Approximate Recovery in One-Bit Compressed Sensing NeurIPS 2019 The Utility of Sparse Representations for Control in Reinforcement Learning AAAI 2019 Universality in Learning from Linear Measurements NeurIPS 2019 Using Unknown Occluders to Recover Hidden Scenes CVPR 2019 Alternating optimization of decision trees, with application to learning sparse oblique trees NeurIPS 2018 Efficient online algorithms for fast-rate regret bounds under sparsity NeurIPS 2018 Learning without the Phase: Regularized PhaseMax Achieves Optimal Sample Complexity NeurIPS 2018 Multivariate Convolutional Sparse Coding for Electromagnetic Brain Signals NeurIPS 2018 Neural Sparse Topical Coding ACL 2018 Sample Efficient Stochastic Gradient Iterative Hard Thresholding Method for Stochastic Sparse Linear Regression with Limited Attribute Observation NeurIPS 2018 Sparse Learning in Gaussian Chain Graphs for State Space Models PGM 2018 From Bayesian Sparsity to Gated Recurrent Nets NeurIPS 2017 Parametric Simplex Method for Sparse Learning NeurIPS 2017 Provable Self-Representation Based Outlier Detection in a Union of Subspaces CVPR 2017 Aggregation of supports along the Lasso path COLT 2016 Estimating Sparse Signals With Smooth Support via Convex Programming and Block Sparsity CVPR 2016 From Keyframes to Key Objects: Video Summarization by Representative Object Proposal Selection CVPR 2016 Generalized Direct Change Estimation in Ising Model Structure ICML 2016 Learning Sparse High Dimensional Filters: Image Filtering, Dense CRFs and Bilateral Neural Networks CVPR 2016 On Benefits of Selection Diversity via Bilevel Exclusive Sparsity CVPR 2016