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Sparse Learning

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 141–150 of 185 papers

Title	Date	Tasks	Status	Hype
Learning task structure via sparsity grouped multitask learning	May 13, 2017	feature selectionSparse Learning	CodeCode Available	0
Homotopy Parametric Simplex Method for Sparse Learning	Apr 4, 2017	regressionSparse Learning	—Unverified	0
From safe screening rules to working sets for faster Lasso-type solvers	Mar 21, 2017	Sparse Learning	CodeCode Available	0
On The Projection Operator to A Three-view Cardinality Constrained Set	Mar 21, 2017	compressed sensingfeature selection	—Unverified	0
Variational Dropout Sparsifies Deep Neural Networks	Jan 19, 2017	Sparse Learning	CodeCode Available	1
Decentralized Frank-Wolfe Algorithm for Convex and Non-convex Problems	Dec 5, 2016	Matrix CompletionSparse Learning	—Unverified	0
Simultaneous Clustering and Estimation of Heterogeneous Graphical Models	Nov 28, 2016	ClusteringSparse Learning	—Unverified	0
Fast Learning with Nonconvex L1-2 Regularization	Oct 29, 2016	compressed sensingSparse Learning	—Unverified	0
Online Unsupervised Multi-view Feature Selection	Sep 27, 2016	Clusteringfeature selection	—Unverified	0
Local Region Sparse Learning for Image-on-Scalar Regression	May 27, 2016	regressionSparse Learning	—Unverified	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