Sparse Learning

Sparse Structure Learning via Graph Neural Networks for Inductive Document Classification AAAI 2022 Sparse Winning Tickets are Data-Efficient Image Recognizers NeurIPS 2022 Efficient Neural Network Training via Forward and Backward Propagation Sparsification NeurIPS 2021 Information Directed Sampling for Sparse Linear Bandits NeurIPS 2021 On learning sparse vectors from mixture of responses NeurIPS 2021 Sparse Deep Learning: A New Framework Immune to Local Traps and Miscalibration NeurIPS 2021 The Flip Side of the Reweighted Coin: Duality of Adaptive Dropout and Regularization NeurIPS 2021 The Lottery Ticket Hypothesis for Object Recognition CVPR 2021 A Feasible Level Proximal Point Method for Nonconvex Sparse Constrained Optimization NeurIPS 2020 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 Inducing Hierarchical Compositional Model by Sparsifying Generator Network CVPR 2020 Learning Feature Sparse Principal Subspace NeurIPS 2020 Learning Some Popular Gaussian Graphical Models without Condition Number Bounds NeurIPS 2020 Provable Online CP/PARAFAC Decomposition of a Structured Tensor via Dictionary Learning NeurIPS 2020 Recovery of sparse linear classifiers from mixture of responses NeurIPS 2020 Sparse Learning with CART NeurIPS 2020 Truncated Linear Regression in High Dimensions NeurIPS 2020 Winning the Lottery with Continuous Sparsification NeurIPS 2020 Active Sampling for Open-Set Classification without Initial Annotation AAAI 2019 Adaptive Hard Thresholding for Near-optimal Consistent Robust Regression COLT 2019 A Decomposition Algorithm for the Sparse Generalized Eigenvalue Problem CVPR 2019 A Linearly Convergent Method for Non-Smooth Non-Convex Optimization on the Grassmannian with Applications to Robust Subspace and Dictionary Learning NeurIPS 2019 Bayesian Joint Estimation of Multiple Graphical Models NeurIPS 2019 Deconstructing Lottery Tickets: Zeros, Signs, and the Supermask NeurIPS 2019