← Core Methods
Machine Learning › Core Methods ›

Sparse Coding

107 directly classified papers

Papers per year

Papers

Learning Coupled Dictionaries from Unpaired Data for Image Super-Resolution CVPR 2024
Personalized Dictionary Learning for Heterogeneous Datasets NIPS 2023
Optimal Sparse Recovery with Decision Stumps AAAI 2023
Sketching Algorithms for Sparse Dictionary Learning: PTAS and Turnstile Streaming NIPS 2023
Towards an Effective Orthogonal Dictionary Convolution Strategy AAAI 2022
Fair Sparse Regression with Clustering: An Invex Relaxation for a Combinatorial Problem NIPS 2021
Deep Convolutional Dictionary Learning for Image Denoising CVPR 2021
Word Equations: Inherently Interpretable Sparse Word Embeddings through Sparse Coding EMNLP 2021
Learning Set Functions that are Sparse in Non-Orthogonal Fourier Bases AAAI 2021
Support Recovery of Sparse Signals from a Mixture of Linear Measurements NIPS 2021
Rethinking the CSC Model for Natural Images NIPS 2019
A Nonconvex Approach for Exact and Efficient Multichannel Sparse Blind Deconvolution NIPS 2019
Orthogonality-Promoting Dictionary Learning via Bayesian Inference AAAI 2019
Multivariate Sparse Coding of Nonstationary Covariances with Gaussian Processes NIPS 2019
Fast greedy algorithms for dictionary selection with generalized sparsity constraints NIPS 2018
Dynamic Feature Learning for Partial Face Recognition CVPR 2018
Theoretical Linear Convergence of Unfolded ISTA and Its Practical Weights and Thresholds NIPS 2018
Support Recovery for Orthogonal Matching Pursuit: Upper and Lower bounds NIPS 2018
Coding Kendall's Shape Trajectories for 3D Action Recognition CVPR 2018
The Sparse Manifold Transform NIPS 2018
Interpretable Word Embedding Contextualization EMNLP 2018
Global Geometry of Multichannel Sparse Blind Deconvolution on the Sphere NIPS 2018
Structured Local Minima in Sparse Blind Deconvolution NIPS 2018
Video Rain Streak Removal by Multiscale Convolutional Sparse Coding CVPR 2018
Sparse convolutional coding for neuronal assembly detection NIPS 2017