sparse decomposition

Concepts from Representations: Post-hoc Concept Bottleneck Models via Sparse Decomposition of Visual Representations AAAI 2026 OATS: Outlier-Aware Pruning Through Sparse and Low Rank Decomposition ICLR 2025 Sparse components distinguish visual pathways & their alignment to neural networks ICLR 2025 Efficient Learning of PDEs via Taylor Expansion and Sparse Decomposition into Value and Fourier Domains AAAI 2024 Robust and Efficient Alignment of Calcium Imaging Data Through Simultaneous Low Rank and Sparse Decomposition WACV 2023 Efficient learning of sparse and decomposable PDEs using random projection UAI 2022 Unique sparse decomposition of low rank matrices NeurIPS 2021 A Nonconvex Projection Method for Robust PCA AAAI 2019 Ising Models with Latent Conditional Gaussian Variables ALT 2019 Moving Object Detection Under Discontinuous Change in Illumination Using Tensor Low-Rank and Invariant Sparse Decomposition CVPR 2019 Partial Multi-Label Learning by Low-Rank and Sparse Decomposition AAAI 2019 Robust Principal Component Analysis-Based Infrared Small Target Detection AAAI 2019 On Compressing Deep Models by Low Rank and Sparse Decomposition CVPR 2017 Dictionary Learning for Massive Matrix Factorization ICML 2016 What Sparse Light Field Coding Reveals About Scene Structure CVPR 2016 Simultaneous Pursuit of Sparseness and Rank Structures for Matrix Decomposition JMLR 2015 Sparse and Low-Rank Tensor Decomposition NeurIPS 2015 Sparse Convolutional Neural Networks CVPR 2015 Stacked Predictive Sparse Coding for Classification of Distinct Regions in Tumor Histopathology ICCV 2013 Toward Guaranteed Illumination Models for Non-convex Objects ICCV 2013 Sparse Overcomplete Latent Variable Decomposition of Counts Data NeurIPS 2007