Sparse Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 76–100 of 185 papers

Title	Date	Tasks	Status	Hype
Approximate Post-Selective Inference for Regression with the Group LASSO	Dec 31, 2020	regressionSelection bias	—Unverified	0
Similarity Preserving Unsupervised Feature Selection based on Sparse Learning	Dec 15, 2020	feature selectionSparse Learning	CodeCode Available	0
KNN Classification with One-step Computation	Dec 9, 2020	ClassificationGeneral Classification	CodeCode Available	0
Thunder: a Fast Coordinate Selection Solver for Sparse Learning	Dec 1, 2020	Sparse Learning	CodeCode Available	0
Accelerated Gradient Methods for Sparse Statistical Learning with Nonconvex Penalties	Sep 22, 2020	DenoisingImage Denoising	CodeCode Available	0
Effective Proximal Methods for Non-convex Non-smooth Regularized Learning	Sep 14, 2020	Sparse Learning	—Unverified	0
Block-wise Minimization-Majorization algorithm for Huber's criterion: sparse learning and applications	Aug 25, 2020	DenoisingImage Denoising	CodeCode Available	1
Adaptive support driven Bayesian reweighted algorithm for sparse signal recovery	Aug 10, 2020	feature selectionSparse Learning	—Unverified	0
Event Enhanced High-Quality Image Recovery	Jul 16, 2020	DenoisingSparse Learning	CodeCode Available	1
Fast OSCAR and OWL Regression via Safe Screening Rules	Jun 29, 2020	regressionSparse Learning	CodeCode Available	0
Bayesian Sparse learning with preconditioned stochastic gradient MCMC and its applications	Jun 29, 2020	Sparse Learning	—Unverified	0
Picasso: A Sparse Learning Library for High Dimensional Data Analysis in R and Python	Jun 27, 2020	regressionSparse Learning	CodeCode Available	1
SWAG: A Wrapper Method for Sparse Learning	Jun 23, 2020	AttributeDiagnostic	—Unverified	0
Sparse learning with CART	Jun 7, 2020	regressionSparse Learning	—Unverified	0
A Sparse Learning Approach to the Design of Radar Tunable Architectures with Enhanced Selectivity Properties	Apr 27, 2020	Sparse Learning	—Unverified	0
Sparse Regression at Scale: Branch-and-Bound rooted in First-Order Optimization	Apr 13, 2020	regressionSparse Learning	CodeCode Available	1
Classification of Chinese Handwritten Numbers with Labeled Projective Dictionary Pair Learning	Mar 26, 2020	ClassificationDictionary Learning	—Unverified	0
Adaptive Neural Connections for Sparsity Learning	Mar 5, 2020	Model CompressionNetwork Pruning	—Unverified	0
Learning High Order Feature Interactions with Fine Control Kernels	Feb 9, 2020	Sparse LearningVocal Bursts Intensity Prediction	—Unverified	0
On Newton Screening	Jan 27, 2020	Sparse Learning	—Unverified	0
Sparse Weight Activation Training	Jan 7, 2020	Image ClassificationNetwork Pruning	CodeCode Available	1
Optimal Stochastic and Online Learning with Individual Iterates	Dec 1, 2019	Sparse Learning	—Unverified	0
Rigging the Lottery: Making All Tickets Winners	Nov 25, 2019	AllImage Classification	CodeCode Available	1
A Discriminative Gaussian Mixture Model with Sparsity	Nov 14, 2019	modelSparse Learning	—Unverified	0
Collaborative Preference Embedding against Sparse Labels	Oct 21, 2019	Collaborative FilteringDecision Making	CodeCode Available	0

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All datasets ImageNet CINIC-10 ImageNet32

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Resnet-50: 80% Sparse	Top-1 Accuracy	77.1	—	Unverified
2	Resnet-50: 90% Sparse	Top-1 Accuracy	76.4	—	Unverified
3	Resnet-50: 80% Sparse 100 epochs	Top-1 Accuracy	76	—	Unverified
4	Resnet-50: 80% Sparse 100 epochs	Top-1 Accuracy	75.84	—	Unverified
5	Resnet-50: 90% Sparse 100 epochs	Top-1 Accuracy	74.5	—	Unverified
6	Resnet-50: 90% Sparse 100 epochs	Top-1 Accuracy	73.82	—	Unverified
7	MobileNet-v1: 75% Sparse	Top-1 Accuracy	71.9	—	Unverified
8	MobileNet-v1: 90% Sparse	Top-1 Accuracy	68.1	—	Unverified
9	SINDy	Top-1 Accuracy	6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Resnet18	Sparsity	92.43	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Resnet18	Sparsity	93.63	—	Unverified