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Sparse Learning

Papers

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Showing 21–30 of 185 papers

TitleStatusHype
Towards Efficient Deep Spiking Neural Networks Construction with Spiking Activity based Pruning—0
Nonparametric Sparse Online Learning of the Koopman Operator—0
CLASSP: a Biologically-Inspired Approach to Continual Learning through Adjustment Suppression and Sparsity PromotionCode0
CRB Analysis for Mixed-ADC Based DOA Estimation—0
Block Sparse Bayesian Learning: A Diversified SchemeCode1
Dynamic Sparse Learning: A Novel Paradigm for Efficient Recommendation—0
Dynamic Incremental Optimization for Best Subset Selection—0
Sparse Learning and Class Probability Estimation with Weighted Support Vector Machines—0
Sketching for Convex and Nonconvex Regularized Least Squares with Sharp Guarantees—0
Building explainable graph neural network by sparse learning for the drug-protein binding predictionCode0
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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