Dimensionality Reduction

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

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 201–225 of 3304 papers

Title	Date	Tasks	Status	Hype
A Spectral Method for Assessing and Combining Multiple Data Visualizations	Oct 25, 2022	Data VisualizationDimensionality Reduction	CodeCode Available	1
ParaDime: A Framework for Parametric Dimensionality Reduction	Oct 10, 2022	Dimensionality Reduction	CodeCode Available	1
A local approach to parameter space reduction for regression and classification tasks	Jul 22, 2021	ClusteringDimensionality Reduction	CodeCode Available	1
Pattern or Artifact? Interactively Exploring Embedding Quality with TRACE	Jun 18, 2024	Dimensionality Reduction	CodeCode Available	1
PhyloProfile v2 -- Exploring multi-layered phylogenetic profiles at scale	Apr 28, 2025	Dimensionality Reduction	CodeCode Available	1
Physics-aware registration based auto-encoder for convection dominated PDEs	Jun 28, 2020	Dimensionality Reduction	CodeCode Available	1
Balanced Neural ODEs: nonlinear model order reduction and Koopman operator approximations	Oct 14, 2024	Dimensionality ReductionMuJoCo	CodeCode Available	1
Curvature-based Feature Selection with Application in Classifying Electronic Health Records	Jan 10, 2021	Breast Cancer DetectionBreast Tissue Identification	CodeCode Available	1
Quantifying Extrinsic Curvature in Neural Manifolds	Dec 20, 2022	Dimensionality ReductionTopological Data Analysis	CodeCode Available	1
Quantum Algorithms for Compositional Natural Language Processing	Aug 4, 2016	Dimensionality Reduction	CodeCode Available	1
Reduced operator inference for nonlinear partial differential equations	Jan 29, 2021	BIG-bench Machine LearningDimensionality Reduction	CodeCode Available	1
Reduced Order Modeling with Shallow Recurrent Decoder Networks	Feb 15, 2025	Computational EfficiencyDecoder	CodeCode Available	1
Drop-Bottleneck: Learning Discrete Compressed Representation for Noise-Robust Exploration	Mar 23, 2021	Adversarial RobustnessDimensionality Reduction	CodeCode Available	1
Rethinking Spatial Dimensions of Vision Transformers	Mar 30, 2021	Dimensionality Reductionimage-classification	CodeCode Available	1
Risk of Bias in Chest Radiography Deep Learning Foundation Models	Sep 7, 2022	Decision MakingDeep Learning	CodeCode Available	1
A Memory Efficient Baseline for Open Domain Question Answering	Dec 30, 2020	Dimensionality ReductionOpen-Domain Question Answering	CodeCode Available	1
Scalable semi-supervised dimensionality reduction with GPU-accelerated EmbedSOM	Jan 3, 2022	Data VisualizationDimensionality Reduction	CodeCode Available	1
scCDCG: Efficient Deep Structural Clustering for single-cell RNA-seq via Deep Cut-informed Graph Embedding	Apr 9, 2024	ClusteringDimensionality Reduction	CodeCode Available	1
SKFAC: Training Neural Networks With Faster Kronecker-Factored Approximate Curvature	Jun 19, 2021	Dimensionality Reduction	CodeCode Available	1
SKFAC:Training Neural Networks with Faster Kronecker-Factored Approximate Curvature	Jun 1, 2021	Dimensionality Reduction	CodeCode Available	1
SOM-CPC: Unsupervised Contrastive Learning with Self-Organizing Maps for Structured Representations of High-Rate Time Series	May 31, 2022	Contrastive LearningDimensionality Reduction	CodeCode Available	1
Spectral Clustering of Attributed Multi-relational Graphs	Nov 3, 2023	ClusteringDimensionality Reduction	CodeCode Available	1
Supervised Domain Adaptation using Graph Embedding	Mar 9, 2020	Dimensionality ReductionDomain Adaptation	CodeCode Available	1
Symplectic Autoencoders for Model Reduction of Hamiltonian Systems	Dec 15, 2023	Dimensionality Reductionmodel	CodeCode Available	1
Locally Linear Embedding and its Variants: Tutorial and Survey	Nov 22, 2020	Dimensionality ReductionSurvey	CodeCode Available	1

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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