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Sparse Learning

135 directly classified papers

Papers per year

Papers

Information Directed Sampling for Sparse Linear Bandits NIPS 2021
The Flip Side of the Reweighted Coin: Duality of Adaptive Dropout and Regularization NIPS 2021
On learning sparse vectors from mixture of responses NIPS 2021
A Knowledge Transfer Framework for Differentially Private Sparse Learning AAAI 2020
An Effective Hard Thresholding Method Based on Stochastic Variance Reduction for Nonconvex Sparse Learning AAAI 2020
Truncated Linear Regression in High Dimensions NIPS 2020
Inducing Hierarchical Compositional Model by Sparsifying Generator Network CVPR 2020
Learning Feature Sparse Principal Subspace NIPS 2020
Sparse Learning with CART NIPS 2020
A Feasible Level Proximal Point Method for Nonconvex Sparse Constrained Optimization NIPS 2020
Learning Some Popular Gaussian Graphical Models without Condition Number Bounds NIPS 2020
Winning the Lottery with Continuous Sparsification NIPS 2020
Recovery of sparse linear classifiers from mixture of responses NIPS 2020
Provable Online CP/PARAFAC Decomposition of a Structured Tensor via Dictionary Learning NIPS 2020
A Linearly Convergent Method for Non-Smooth Non-Convex Optimization on the Grassmannian with Applications to Robust Subspace and Dictionary Learning NIPS 2019
Universality in Learning from Linear Measurements NIPS 2019
Sparse Logistic Regression Learns All Discrete Pairwise Graphical Models NIPS 2019
Outlier-robust estimation of a sparse linear model using $\ell_1$-penalized Huber's $M$-estimator NIPS 2019
Implicit Regularization for Optimal Sparse Recovery NIPS 2019
Active Sampling for Open-Set Classification without Initial Annotation AAAI 2019
Bayesian Joint Estimation of Multiple Graphical Models NIPS 2019
The Utility of Sparse Representations for Control in Reinforcement Learning AAAI 2019
Deconstructing Lottery Tickets: Zeros, Signs, and the Supermask NIPS 2019
Evaluating Lottery Tickets Under Distributional Shifts EMNLP 2019
Low-Rank Laplacian-Uniform Mixed Model for Robust Face Recognition CVPR 2019