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Sparse Optimization

347 papers

Papers per year

18
25
25
4
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'25

Papers

Exp4Fuse: A Rank Fusion Framework for Enhanced Sparse Retrieval using Large Language Model-based Query Expansion ACL 2025
Simplex Constrained Sparse Optimization via Tail Screening JMLR 2025
Geometry-Dependent Matching Pursuit: a Transition Phase for Convergence on Linear Regression and LASSO JMLR 2025
Blind Image Deblurring with FFT-ReLU Sparsity Prior WACV 2025
Sparse Bayesian Generative Modeling for Compressive Sensing NIPS 2024
Implicit Regularization of Decentralized Gradient Descent for Sparse Regression NIPS 2024
A Globally Optimal Portfolio for m-Sparse Sharpe Ratio Maximization NIPS 2024
On Differentially Private Subspace Estimation in a Distribution-Free Setting NIPS 2024
Satformer: Accurate and Robust Traffic Data Estimation for Satellite Networks NIPS 2024
Learning Macroscopic Dynamics from Partial Microscopic Observations NIPS 2024
Fast Iterative Hard Thresholding Methods with Pruning Gradient Computations NIPS 2024
Robust Gaussian Processes via Relevance Pursuit NIPS 2024
A robust inlier identification algorithm for point cloud registration via $\mathbf{\ell_0}$-minimization NIPS 2024
Truthful High Dimensional Sparse Linear Regression NIPS 2024
Efficient Leverage Score Sampling for Tensor Train Decomposition NIPS 2024
SequentialAttention++ for Block Sparsification: Differentiable Pruning Meets Combinatorial Optimization NIPS 2024
The Reliability of OKRidge Method in Solving Sparse Ridge Regression Problems NIPS 2024
Solving Sparse \& High-Dimensional-Output Regression via Compression NIPS 2024
How Sparse Can We Prune A Deep Network: A Fundamental Limit Perspective NIPS 2024
Superposed Atomic Representation for Robust High-Dimensional Data Recovery of Multiple Low-Dimensional Structures AAAI 2024
Inertial Algorithm with Dry Fraction and Convolutional Sparse Coding for 3D Localization with Light Field Microscopy AAAI 2024
Restricted Isometry Property of Rank-One Measurements with Random Unit-Modulus Vectors AISTATS 2024
Sample Efficient Learning of Factored Embeddings of Tensor Fields AISTATS 2024
OmniSDF: Scene Reconstruction using Omnidirectional Signed Distance Functions and Adaptive Binoctrees CVPR 2024
Dual-Scale Transformer for Large-Scale Single-Pixel Imaging CVPR 2024