SOTAVerified

Dimensionality Reduction

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

( Image credit: openTSNE )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 301–325 of 3304 papers

TitleStatusHype
MIK: Modified Isolation Kernel for Biological Sequence Visualization, Classification, and Clustering—0
Unsupervised feature selection algorithm framework based on neighborhood interval disturbance fusion—0
Lossless KV Cache Compression to 2%—0
Efficient Sparse PCA via Block-Diagonalization—0
Interpreting Temporal Graph Neural Networks with Koopman TheoryCode1
Large data limits and scaling laws for tSNE—0
Game Theory Meets Statistical Mechanics in Deep Learning Design—0
Approaching Metaheuristic Deep Learning Combos for Automated Data Mining—0
EEG-based 90-Degree Turn Intention Detection for Brain-Computer Interface—0
GleanVec: Accelerating vector search with minimalist nonlinear dimensionality reduction—0
A Two-Stage Federated Learning Approach for Industrial Prognostics Using Large-Scale High-Dimensional Signals—0
Emulators for stellar profiles in binary population modeling—0
Balanced Neural ODEs: nonlinear model order reduction and Koopman operator approximationsCode1
TL-PCA: Transfer Learning of Principal Component Analysis—0
Enhancing Affinity Propagation for Improved Public Sentiment InsightsCode0
Fast Data-independent KLT Approximations Based on Integer Functions—0
Unveiling Molecular Secrets: An LLM-Augmented Linear Model for Explainable and Calibratable Molecular Property PredictionCode0
Learning Low-Level Causal Relations using a Simulated Robotic ArmCode0
Generalization Ability Analysis of Through-the-Wall Radar Human Activity Recognition—0
Siamese networks for Poincaré embeddings and the reconstruction of evolutionary trees—0
Principal Orthogonal Latent Components Analysis (POLCA Net)Code0
Adversarial Vulnerability as a Consequence of On-Manifold Inseparibility—0
Learning Image Derived PDE-Phenotypes from fMRI Data—0
Precision Cancer Classification and Biomarker Identification from mRNA Gene Expression via Dimensionality Reduction and Explainable AI—0
Contrastive Learning to Fine-Tune Feature Extraction Models for the Visual Cortex—0
Show:102550
← PrevPage 13 of 133Next →
All datasetsMCAEMNIST

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UDRNClassification Accuracy90.9—Unverified
2tSNEClassification Accuracy51.5—Unverified
3IVISClassification Accuracy46.6—Unverified
4UMAPClassification Accuracy41.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UDRNClassification Accuracy71.1—Unverified
2QSClassification Accuracy68—Unverified