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Sparse Learning

Papers

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Showing 1–10 of 185 papers

TitleStatusHype
Scalable Subset Selection in Linear Mixed ModelsCode0
Learning Sparsity for Effective and Efficient Music Performance Question Answering—0
Optimizing Hard Thresholding for Sparse Model Discovery—0
STARS: Sparse Learning Correlation Filter with Spatio-temporal Regularization and Super-resolution Reconstruction for Thermal Infrared Target Tracking—0
Sparsified-Learning for Heavy-Tailed Locally Stationary Processes—0
Low-Rank Matrix Regression via Least-Angle Regression—0
Deep Weight Factorization: Sparse Learning Through the Lens of Artificial Symmetries—0
Nonparametric Sparse Online Learning of the Koopman Operator—0
MyESL: Sparse learning in molecular evolution and phylogenetic analysisCode0
Pushing the Limits of Sparsity: A Bag of Tricks for Extreme Pruning—0
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All datasetsImageNetCINIC-10ImageNet32

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Resnet-50: 80% SparseTop-1 Accuracy77.1—Unverified
2Resnet-50: 90% SparseTop-1 Accuracy76.4—Unverified
3Resnet-50: 80% Sparse 100 epochsTop-1 Accuracy76—Unverified
4Resnet-50: 80% Sparse 100 epochsTop-1 Accuracy75.84—Unverified
5Resnet-50: 90% Sparse 100 epochsTop-1 Accuracy74.5—Unverified
6Resnet-50: 90% Sparse 100 epochsTop-1 Accuracy73.82—Unverified
7MobileNet-v1: 75% SparseTop-1 Accuracy71.9—Unverified
8MobileNet-v1: 90% SparseTop-1 Accuracy68.1—Unverified
9SINDyTop-1 Accuracy6—Unverified
#ModelMetricClaimedVerifiedStatus
1Resnet18Sparsity92.43—Unverified
#ModelMetricClaimedVerifiedStatus
1Resnet18Sparsity93.63—Unverified