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Dimensionality Reduction

Dimensionality reduction is the task of reducing the dimensionality of a dataset.

( Image credit: openTSNE )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2681–2690 of 3304 papers

Title	Date	Tasks	Status	Hype
Probing Latent Subspaces in LLM for AI Security: Identifying and Manipulating Adversarial States	Mar 12, 2025	Dimensionality Reduction	—Unverified	0
Process monitoring based on orthogonal locality preserving projection with maximum likelihood estimation	Dec 13, 2020	Density EstimationDimensionality Reduction	—Unverified	0
Progressive Disentanglement Using Relevant Factor VAE	Sep 4, 2019	Dimensionality ReductionDisentanglement	—Unverified	0
Weight Matrix Dimensionality Reduction in Deep Learning via Kronecker Multi-layer Architectures	Apr 8, 2022	Deep LearningDimensionality Reduction	CodeCode Available	0
Conditional Latent Block Model: a Multivariate Time Series Clustering Approach for Autonomous Driving Validation	Aug 3, 2020	Autonomous DrivingClustering	CodeCode Available	0
Dimensionality Reduction Meets Message Passing for Graph Node Embeddings	Feb 1, 2022	Dimensionality ReductionNode Classification	CodeCode Available	0
Spectral Clustering via Orthogonalization-Free Methods	May 16, 2023	ClusteringDimensionality Reduction	CodeCode Available	0
Meta-learning of Pooling Layers for Character Recognition	Mar 17, 2021	Dimensionality ReductionMeta-Learning	CodeCode Available	0
Meta Reinforcement Learning with Finite Training Tasks -- a Density Estimation Approach	Jun 21, 2022	Density EstimationDimensionality Reduction	CodeCode Available	0
How to Evaluate Dimensionality Reduction? - Improving the Co-ranking Matrix	Oct 18, 2011	Data VisualizationDimensionality Reduction	CodeCode Available	0

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All datasets MCA EMNIST

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	UDRN	Classification Accuracy	90.9	—	Unverified
2	tSNE	Classification Accuracy	51.5	—	Unverified
3	IVIS	Classification Accuracy	46.6	—	Unverified
4	UMAP	Classification Accuracy	41.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UDRN	Classification Accuracy	71.1	—	Unverified
2	QS	Classification Accuracy	68	—	Unverified