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Sparse Learning

Papers

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Showing 51–60 of 185 papers

TitleStatusHype
HyperSparse Neural Networks: Shifting Exploration to Exploitation through Adaptive RegularizationCode0
Resource Constrained Model Compression via Minimax Optimization for Spiking Neural NetworksCode0
Smoothing the Edges: Smooth Optimization for Sparse Regularization using Hadamard Overparametrization—0
Discovering stochastic partial differential equations from limited data using variational Bayes inference—0
Classical Verification of Quantum Learning—0
Sparse Representer Theorems for Learning in Reproducing Kernel Banach Spaces—0
The ART of Transfer Learning: An Adaptive and Robust Pipeline—0
Channel Estimation for Underwater Visible Light Communication: A Sparse Learning Perspective—0
Video-Text Retrieval by Supervised Sparse Multi-Grained LearningCode0
Joint Edge-Model Sparse Learning is Provably Efficient for Graph Neural Networks—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