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Sparse Learning

Papers

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Showing 111–120 of 185 papers

TitleStatusHype
Sparse Learning for Variable Selection with Structures and Nonlinearities—0
The State of Sparsity in Deep Neural NetworksCode1
Structure learning via unstructured kernel-based M-regression—0
Proximal SCOPE for Distributed Sparse Learning—0
Dantzig Selector with an Approximately Optimal Denoising Matrix and its Application to Reinforcement Learning—0
Cross-Modal Ranking with Soft Consistency and Noisy Labels for Robust RGB-T TrackingCode0
Implicit Discourse Relation Recognition using Neural Tensor Network with Interactive Attention and Sparse Learning—0
Sparse Range-constrained Learning and Its Application for Medical Image Grading—0
Safe Active Feature Selection for Sparse Learning—0
Safe Element Screening for Submodular Function Minimization—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