Density Estimation

The goal of Density Estimation is to give an accurate description of the underlying probabilistic density distribution of an observable data set with unknown density.

Source: Contrastive Predictive Coding Based Feature for Automatic Speaker Verification

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 951–975 of 1394 papers

Title	Date	Tasks	Status
The Expxorcist: Nonparametric Graphical Models Via Conditional Exponential Densities	Dec 1, 2017	Density EstimationForm	—Unverified
Non-intrusive Speech Quality Assessment with Diffusion Models Trained on Clean Speech	Oct 23, 2024	Density Estimation	—Unverified
Nonlinear Bayesian Update via Ensemble Kernel Regression with Clustering and Subsampling	Mar 19, 2025	ClusteringDensity Estimation	—Unverified
Nonlinear Isometric Manifold Learning for Injective Normalizing Flows	Mar 8, 2022	Density EstimationModel Selection	—Unverified
Non-negative Tensor Mixture Learning for Discrete Density Estimation	May 28, 2024	Density EstimationTensor Decomposition	—Unverified
Non-Normal Diffusion Models	Dec 10, 2024	Density Estimation	—Unverified
Non-Parametric Cluster Significance Testing with Reference to a Unimodal Null Distribution	Oct 5, 2016	ClusteringDensity Estimation	—Unverified
Nonparametric Conditional Density Estimation In A Deep Learning Framework For Short-Term Forecasting	Aug 17, 2020	BIG-bench Machine LearningComputational Efficiency	—Unverified
Nonparametric Density Estimation for Stochastic Optimization with an Observable State Variable	Dec 1, 2010	Density EstimationStochastic Optimization	—Unverified
Nonparametric Density Estimation for High-Dimensional Data - Algorithms and Applications	Mar 30, 2019	BIG-bench Machine LearningClustering	—Unverified
The Gaussian Process Density Sampler	Dec 1, 2008	Density Estimation	—Unverified
Nonparametric Density Estimation under Adversarial Losses	May 22, 2018	Density Estimation	—Unverified
Nonparametric Density Estimation under Distribution Drift	Feb 5, 2023	Density Estimation	—Unverified
Nonparametric Density Estimation & Convergence Rates for GANs under Besov IPM Losses	Feb 9, 2019	Density Estimation	—Unverified
Nonparametric estimation of a factorizable density using diffusion models	Jan 3, 2025	Audio GenerationDensity Estimation	—Unverified
Nonparametric Estimation of Band-limited Probability Density Functions	Mar 20, 2015	Density Estimation	—Unverified
The Gram-Charlier A Series based Extended Rule-of-Thumb for Bandwidth Selection in Univariate and Multivariate Kernel Density Estimations	Apr 3, 2015	Density Estimation	—Unverified
VAE-KRnet and its applications to variational Bayes	Jun 29, 2020	Density EstimationDimensionality Reduction	—Unverified
Nonparametric Method for Data-driven Image Captioning	Jun 1, 2014	Density EstimationImage Captioning	—Unverified
About the Cost of Central Privacy in Density Estimation	Jun 26, 2023	Density Estimation	—Unverified
Low-rank Characteristic Tensor Density Estimation Part I: Foundations	Aug 27, 2020	Density EstimationTensor Decomposition	—Unverified
Nonparametric Regression under Cluster Sampling	Mar 7, 2024	Density Estimationregression	—Unverified
Non-parametric Revenue Optimization for Generalized Second Price Auctions	Jun 8, 2015	Density Estimation	—Unverified
Nonparametric Risk Assessment and Density Estimation for Persistence Landscapes	Mar 9, 2018	Density Estimation	—Unverified
Optimality of Maximum Likelihood for Log-Concave Density Estimation and Bounded Convex Regression	Mar 13, 2019	Density Estimationregression	—Unverified

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All datasets CIFAR-10 MNIST UCI POWER BSDS300 ImageNet 32x32 UCI GAS UCI HEPMASS UCI MINIBOONE OMNIGLOT Caltech-101 Freyfaces CelebA-HQ 256x256

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MAF	Log-likelihood (nats)	3,049	—	Unverified
2	DDPM	NLL (bits/dim)	3.69	—	Unverified
3	MRCNF	NLL (bits/dim)	3.54	—	Unverified
4	FFJORD	NLL (bits/dim)	3.4	—	Unverified
5	RNODE	NLL (bits/dim)	3.38	—	Unverified
6	Pixel CNN	NLL (bits/dim)	3.03	—	Unverified
7	score SDE	NLL (bits/dim)	2.99	—	Unverified
8	Flow matching	NLL (bits/dim)	2.99	—	Unverified
9	Pixel CNN ++	NLL (bits/dim)	2.92	—	Unverified
10	Image Transformer	NLL (bits/dim)	2.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DVP-VAE	NLL	77.1	—	Unverified
2	PaddingFlow	MMD-L2	11	—	Unverified
3	FFJORD	NLL (bits/dim)	0.99	—	Unverified
4	RNODE	NLL (bits/dim)	0.97	—	Unverified
5	Identity	NLL (bits/dim)	0.13	—	Unverified
6	MADE MoG	Log-likelihood (nats)	-1,038.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	nMDMA	Log-likelihood	1.78	—	Unverified
2	DDE	Log-likelihood	0.97	—	Unverified
3	B-NAF	Log-likelihood	0.61	—	Unverified
4	FFJORD	Log-likelihood	0.46	—	Unverified
5	MADE MoG	Log-likelihood	0.4	—	Unverified
6	PaddingFlow	CD	0.14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAN	Log-likelihood	159.8	—	Unverified
2	FFJORD	Log-likelihood	157.4	—	Unverified
3	B-NAF	Log-likelihood	157.36	—	Unverified
4	MADE MoG	Log-likelihood	153.71	—	Unverified
5	PaddingFlow	CD	0.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Glow	NLL (bits/dim)	4.09	—	Unverified
2	Image Transformer	NLL (bits/dim)	3.77	—	Unverified
3	VDM	NLL (bits/dim)	3.72	—	Unverified
4	i-DODE	NLL (bits/dim)	3.69	—	Unverified
5	MuLAN	NLL (bits/dim)	3.67	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	B-NAF	Log-likelihood	12.06	—	Unverified
2	DDE	Log-likelihood	9.73	—	Unverified
3	FFJORD	Log-likelihood	8.59	—	Unverified
4	MADE MoG	Log-likelihood	8.47	—	Unverified
5	PaddingFlow	CD	0.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaddingFlow	CD	13.8	—	Unverified
2	DDE	Log-likelihood	-11.3	—	Unverified
3	B-NAF	Log-likelihood	-14.71	—	Unverified
4	FFJORD	Log-likelihood	-14.92	—	Unverified
5	MADE MoG	Log-likelihood	-15.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaddingFlow	CD	24.5	—	Unverified
2	DDE	Log-likelihood	-6.94	—	Unverified
3	B-NAF	Log-likelihood	-8.95	—	Unverified
4	FFJORD	Log-likelihood	-10.43	—	Unverified
5	MADE MoG	Log-likelihood	-12.27	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFJORD	Negative ELBO	98.33	—	Unverified
2	B-NAF	Negative ELBO	94.83	—	Unverified
3	DVp-VAE	NLL	89.07	—	Unverified
4	PaddingFlow	MMD-L2	20.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFJORD	Negative ELBO	104.03	—	Unverified
2	B-NAF	Negative ELBO	94.91	—	Unverified
3	PaddingFlow	MMD-L2	17.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFJORD	Negative ELBO	4.39	—	Unverified
2	B-NAF	Negative ELBO	4.33	—	Unverified
3	PaddingFlow	MMD-L2	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RNODE	Log-likelihood	1.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAF	Log-likelihood	5,872	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RNODE	Log-likelihood	3.83	—	Unverified