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Sparse Learning

Papers

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Showing 101–150 of 185 papers

TitleStatusHype
Sparse learning of maximum likelihood model for optimization of complex loss function—0
Sparse Learning over Infinite Subgraph Features—0
Sparse learning with CART—0
Sparse Range-constrained Learning and Its Application for Medical Image Grading—0
Sparse Representer Theorems for Learning in Reproducing Kernel Banach Spaces—0
Sparsified-Learning for Heavy-Tailed Locally Stationary Processes—0
Sparsifying Binary Networks—0
STARS: Sparse Learning Correlation Filter with Spatio-temporal Regularization and Super-resolution Reconstruction for Thermal Infrared Target Tracking—0
Statistical Limits of Convex Relaxations—0
Strongly Hierarchical Factorization Machines and ANOVA Kernel Regression—0
Structure-preserving Guided Retinal Image Filtering and Its Application for Optic Disc Analysis—0
SuperGF: Unifying Local and Global Features for Visual Localization—0
Super-sparse Learning in Similarity Spaces—0
Surrogate assisted active subspace and active subspace assisted surrogate -- A new paradigm for high dimensional structural reliability analysis—0
SWAG: A Wrapper Method for Sparse Learning—0
Tensor Representation and Manifold Learning Methods for Remote Sensing Images—0
The ART of Transfer Learning: An Adaptive and Robust Pipeline—0
Towards Efficient Deep Spiking Neural Networks Construction with Spiking Activity based Pruning—0
Towards Low-Latency Energy-Efficient Deep SNNs via Attention-Guided Compression—0
Universal Collaboration Strategies for Signal Detection: A Sparse Learning Approach—0
Learning where to learn—0
Locally Convex Sparse Learning over Networks—0
Local Region Sparse Learning for Image-on-Scalar Regression—0
Low-Rank Matrix Regression via Least-Angle Regression—0
Multi-SIGATnet: A multimodal schizophrenia MRI classification algorithm using sparse interaction mechanisms and graph attention networks—0
Multi-Slice Dense-Sparse Learning for Efficient Liver and Tumor Segmentation—0
Multi-task Sparse Learning with Beta Process Prior for Action Recognition—0
Multivariate Dyadic Regression Trees for Sparse Learning Problems—0
Nonconvex Sparse Learning via Stochastic Optimization with Progressive Variance Reduction—0
Nonparametric Greedy Algorithms for the Sparse Learning Problem—0
Non-parametric Group Orthogonal Matching Pursuit for Sparse Learning with Multiple Kernels—0
Nonparametric Sparse Online Learning of the Koopman Operator—0
Nonsparse learning with latent variables—0
Online Unsupervised Multi-view Feature Selection—0
On Newton Screening—0
On Quadratic Convergence of DC Proximal Newton Algorithm in Nonconvex Sparse Learning—0
On Quadratic Convergence of DC Proximal Newton Algorithm for Nonconvex Sparse Learning in High Dimensions—0
On the exact recovery of sparse signals via conic relaxations—0
On The Projection Operator to A Three-view Cardinality Constrained Set—0
Optimal Stochastic and Online Learning with Individual Iterates—0
Optimizing Hard Thresholding for Sparse Model Discovery—0
Parametric Maxflows for Structured Sparse Learning with Convex Relaxations of Submodular Functions—0
Parametric Simplex Method for Sparse Learning—0
Partial Occlusion Handling for Visual Tracking via Robust Part Matching—0
Pathwise Coordinate Optimization for Sparse Learning: Algorithm and Theory—0
Proximal SCOPE for Distributed Sparse Learning: Better Data Partition Implies Faster Convergence Rate—0
Proximal SCOPE for Distributed Sparse Learning—0
Pushing the Limits of Sparsity: A Bag of Tricks for Extreme Pruning—0
Quasi-potential and drift decomposition in stochastic systems by sparse identification—0
Bayesian data-driven discovery of partial differential equations with variable coefficients—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