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Sparse Learning

Papers

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Showing 151–185 of 185 papers

TitleStatusHype
SAFARI: Sparsity enabled Federated Learning with Limited and Unreliable Communications—0
Safe Active Feature Selection for Sparse Learning—0
Safe and Efficient Screening For Sparse Support Vector Machine—0
Safe Element Screening for Submodular Function Minimization—0
Safe Feature Pruning for Sparse High-Order Interaction Models—0
Learning task structure via sparsity grouped multitask learningCode0
KNN Classification with One-step ComputationCode0
Cross-Modal Ranking with Soft Consistency and Noisy Labels for Robust RGB-T TrackingCode0
Accelerated Gradient Methods for Sparse Statistical Learning with Nonconvex PenaltiesCode0
HyperSparse Neural Networks: Shifting Exploration to Exploitation through Adaptive RegularizationCode0
Subset Selection with Shrinkage: Sparse Linear Modeling when the SNR is lowCode0
Grouped Variable Selection with Discrete Optimization: Computational and Statistical PerspectivesCode0
Probabilistic Iterative Hard Thresholding for Sparse LearningCode0
Optimal approximation for unconstrained non-submodular minimizationCode0
SL-CycleGAN: Blind Motion Deblurring in Cycles using Sparse LearningCode0
Feature Selection: A Data PerspectiveCode0
CLASSP: a Biologically-Inspired Approach to Continual Learning through Adjustment Suppression and Sparsity PromotionCode0
Building explainable graph neural network by sparse learning for the drug-protein binding predictionCode0
MyESL: Sparse learning in molecular evolution and phylogenetic analysisCode0
Resource Constrained Model Compression via Minimax Optimization for Spiking Neural NetworksCode0
From safe screening rules to working sets for faster Lasso-type solversCode0
A graph-embedded deep feedforward network for disease outcome classification and feature selection using gene expression dataCode0
RobustTrend: A Huber Loss with a Combined First and Second Order Difference Regularization for Time Series Trend FilteringCode0
The Tradeoff Between Privacy and Accuracy in Anomaly Detection Using Federated XGBoostCode0
ssProp: Energy-Efficient Training for Convolutional Neural Networks with Scheduled Sparse Back PropagationCode0
Thunder: a Fast Coordinate Selection Solver for Sparse LearningCode0
Sparse learning of stochastic dynamic equationsCode0
A General Iterative Shrinkage and Thresholding Algorithm for Non-convex Regularized Optimization ProblemsCode0
Video-Text Retrieval by Supervised Sparse Multi-Grained LearningCode0
Scalable Subset Selection in Linear Mixed ModelsCode0
Lottery Aware Sparsity Hunting: Enabling Federated Learning on Resource-Limited EdgeCode0
Fast OSCAR and OWL Regression via Safe Screening RulesCode0
Optimizing Rare Word Accuracy in Direct Speech Translation with a Retrieval-and-Demonstration ApproachCode0
DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series ForecastingCode0
Similarity Preserving Unsupervised Feature Selection based on Sparse LearningCode0
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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