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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 81–90 of 3304 papers

Title	Date	Tasks	Status	Hype
IAN: Iterated Adaptive Neighborhoods for manifold learning and dimensionality estimation	Aug 19, 2022	Dimensionality Reduction	CodeCode Available	1
HEFT: Homomorphically Encrypted Fusion of Biometric Templates	Aug 15, 2022	Dimensionality Reduction	CodeCode Available	1
Towards a More Rigorous Science of Blindspot Discovery in Image Classification Models	Jul 8, 2022	Dimensionality Reductionimage-classification	CodeCode Available	1
Stochastic Optimal Control for Collective Variable Free Sampling of Molecular Transition Paths	Jun 27, 2022	Dimensionality Reduction	CodeCode Available	1
Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning	Jun 21, 2022	Dimensionality ReductionExperimental Design	CodeCode Available	1
GiDR-DUN; Gradient Dimensionality Reduction -- Differences and Unification	Jun 20, 2022	Dimensionality Reduction	CodeCode Available	1
Few-Shot Learning by Dimensionality Reduction in Gradient Space	Jun 7, 2022	Dimensionality ReductionFew-Shot Learning	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
Trainable Weight Averaging: A General Approach for Subspace Training	May 26, 2022	Dimensionality ReductionEfficient Neural Network	CodeCode Available	1
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting	May 18, 2022	Deep 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