sparse structure

Learning Pareto manifolds in high dimensions: How can regularization help? AISTATS 2025 Sparse Structure Exploration and Re-optimization for Vision Transformer UAI 2025 MARS: A Second-Order Reduction Algorithm for High-Dimensional Sparse Precision Matrices Estimation JMLR 2023 A Simple Unified Framework for High Dimensional Bandit Problems ICML 2022 Bayesian Covariate-Dependent Gaussian Graphical Models with Varying Structure JMLR 2022 Sparse Structure Search for Delta Tuning NeurIPS 2022 Learning To Match Features With Seeded Graph Matching Network ICCV 2021 Bayesian Joint Spike-and-Slab Graphical Lasso ICML 2019 Dynamic Pricing in High-dimensions JMLR 2019 Variational Inference for sparse network reconstruction from count data ICML 2019 Learning Intrinsic Sparse Structures within Long Short-Term Memory ICLR 2018 Minimax Concave Penalized Multi-Armed Bandit Model with High-Dimensional Covariates ICML 2018 Beyond normality: Learning sparse probabilistic graphical models in the non-Gaussian setting NeurIPS 2017 Elementary Estimators for Graphical Models NeurIPS 2014 Learning Latent Variable Gaussian Graphical Models ICML 2014 On Prior Distributions and Approximate Inference for Structured Variables NeurIPS 2014 Modelling Sparse Dynamical Systems with Compressed Predictive State Representations ICML 2013