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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 11–20 of 3304 papers

Title	Date	Tasks	Status	Hype
Efficient Multi-Scale Attention Module with Cross-Spatial Learning	May 23, 2023	Dimensionality Reductionimage-classification	CodeCode Available	2
ImMesh: An Immediate LiDAR Localization and Meshing Framework	Jan 12, 2023	CPUDimensionality Reduction	CodeCode Available	2
Learning 3D Human Pose Estimation from Dozens of Datasets using a Geometry-Aware Autoencoder to Bridge Between Skeleton Formats	Dec 29, 2022	3D Human Pose EstimationDimensionality Reduction	CodeCode Available	2
RetroMAE v2: Duplex Masked Auto-Encoder For Pre-Training Retrieval-Oriented Language Models	Nov 16, 2022	Dimensionality ReductionInformation Retrieval	CodeCode Available	2
A Survey on Generative Diffusion Model	Sep 6, 2022	Dimensionality Reductionmodel	CodeCode Available	2
TTS-GAN: A Transformer-based Time-Series Generative Adversarial Network	Feb 6, 2022	Data AugmentationDimensionality Reduction	CodeCode Available	2
ProtTrans: Towards Cracking the Language of Life's Code Through Self-Supervised Deep Learning and High Performance Computing	Jul 13, 2020	Dimensionality ReductionProtein Secondary Structure Prediction	CodeCode Available	2
Geomstats: A Python Package for Riemannian Geometry in Machine Learning	Apr 7, 2020	BIG-bench Machine LearningClustering	CodeCode Available	2
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks	Oct 8, 2019	Dimensionality Reductionimage-classification	CodeCode Available	2
Recursive KL Divergence Optimization: A Dynamic Framework for Representation Learning	Apr 30, 2025	Contrastive LearningDimensionality Reduction	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