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 3251–3260 of 3304 papers

Title	Date	Tasks	Status	Hype
An AI-based Domain-Decomposition Non-Intrusive Reduced-Order Model for Extended Domains applied to Multiphase Flow in Pipes	Feb 13, 2022	Dimensionality Reduction	CodeCode Available	0
Sparse quadratic classification rules via linear dimension reduction	Nov 13, 2017	ClassificationDimensionality Reduction	CodeCode Available	0
GT-PCA: Effective and Interpretable Dimensionality Reduction with General Transform-Invariant Principal Component Analysis	Jan 28, 2024	Dimensionality ReductionTime Series	CodeCode Available	0
Guided Quantum Compression for High Dimensional Data Classification	Feb 14, 2024	Binary ClassificationClassification	CodeCode Available	0
Guided Visual Exploration of Relations in Data Sets	May 7, 2019	Dimensionality Reduction	CodeCode Available	0
Sparse random hypergraphs: Non-backtracking spectra and community detection	Mar 14, 2022	Community DetectionDimensionality Reduction	CodeCode Available	0
Manifold learning with arbitrary norms	Dec 28, 2020	Dimensionality Reduction	CodeCode Available	0
Manifold Learning with Normalizing Flows: Towards Regularity, Expressivity and Iso-Riemannian Geometry	May 12, 2025	Dimensionality ReductionInterpretable Machine Learning	CodeCode Available	0
Biological Pathway Guided Gene Selection Through Collaborative Reinforcement Learning	May 30, 2025	Dimensionality Reductionfeature selection	CodeCode Available	0
Learning Embeddings into Entropic Wasserstein Spaces	May 8, 2019	Dimensionality ReductionWord Embeddings	CodeCode Available	0

Show:10 25 50

← PrevPage 326 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