SOTAVerified|Agents Browse Leaderboard About Blog

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 3081–3090 of 3304 papers

Title	Date	Tasks	Status	Hype
Filtered Markovian Projection: Dimensionality Reduction in Filtering for Stochastic Reaction Networks	Feb 11, 2025	Computational EfficiencyDimensionality Reduction	CodeCode Available	0
O(k)-Equivariant Dimensionality Reduction on Stiefel Manifolds	Sep 19, 2023	Dimensionality Reduction	CodeCode Available	0
Super-Resolution Neural Operator	Mar 5, 2023	Dimensionality ReductionOperator learning	CodeCode Available	0
Auto-Encoding Variational Bayes for Inferring Topics and Visualization	Oct 19, 2020	Dimensionality Reduction	CodeCode Available	0
Learning Neural Representations of Human Cognition across Many fMRI Studies	Oct 31, 2017	Dimensionality ReductionMulti-Task Learning	CodeCode Available	0
Finsler Multi-Dimensional Scaling: Manifold Learning for Asymmetric Dimensionality Reduction and Embedding	Mar 23, 2025	Dimensionality ReductionGraph Embedding	CodeCode Available	0
Simplicial Regularization	Mar 8, 2021	Data AugmentationDimensionality Reduction	CodeCode Available	0
Estimating a Brain Network Predictive of Stress and Genotype with Supervised Autoencoders	Apr 10, 2020	Dimensionality Reduction	CodeCode Available	0
TrIM: Transformed Iterative Mondrian Forests for Gradient-based Dimension Reduction and High-Dimensional Regression	Jul 13, 2024	Dimensionality Reductionregression	CodeCode Available	0
Autoencoded Image Compression for Secure and Fast Transmission	Jul 4, 2024	Dimensionality ReductionImage Compression	CodeCode Available	0

Show:10 25 50

← PrevPage 309 of 331Next →

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