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 576–600 of 1394 papers

Title	Date	Tasks	Status
Distributed Nonparametric Estimation: from Sparse to Dense Samples per Terminal	Jan 14, 2025	Density Estimation	—Unverified
Distributed Mean-Field Density Estimation for Large-Scale Systems	Jun 9, 2021	Density Estimation	—Unverified
Distributed Density Filtering for Large-Scale Systems Using Mean-Filed Models	Sep 10, 2020	Density EstimationScheduling	—Unverified
Distributed Collaborative 3D-Deployment of UAV Base Stations for On-Demand Coverage	Sep 6, 2020	Density Estimation	—Unverified
Characteristic Neural Ordinary Differential Equations	Nov 25, 2021	Computational EfficiencyDensity Estimation	—Unverified
Distributed Bayesian Estimation in Sensor Networks: Consensus on Marginal Densities	Dec 2, 2023	Density EstimationFederated Learning	—Unverified
Distilling Normalizing Flows	Jun 26, 2025	Density EstimationKnowledge Distillation	—Unverified
Distances with mixed type variables some modified Gower's coefficients	Jan 7, 2021	Density EstimationImputation	—Unverified
Distances for WiFi Based Topological Indoor Mapping	Sep 19, 2018	Density Estimation	—Unverified
Causal Covariate Shift Correction using Fisher information penalty	Feb 11, 2025	Density EstimationModel Selection	—Unverified
A PCA-Based Change Detection Framework for Multidimensional Data Streams: Change Detection in Multidimensional Data Streams	Aug 1, 2015	Change DetectionDensity Estimation	—Unverified
Agnostic Private Density Estimation for GMMs via List Global Stability	Jul 5, 2024	Density Estimation	—Unverified
Adaptive learning of density ratios in RKHS	Jul 30, 2023	Density EstimationDensity Ratio Estimation	—Unverified
Content Reduction, Surprisal and Information Density Estimation for Long Documents	Sep 12, 2023	Density EstimationText Summarization	—Unverified
Cauchy-Schwarz Regularized Autoencoder	Jan 6, 2021	ClusteringDensity Estimation	—Unverified
Discrepancy, Coresets, and Sketches in Machine Learning	Jun 11, 2019	BIG-bench Machine LearningDensity Estimation	—Unverified
Case Studies for Computing Density of Reachable States for Safe Autonomous Motion Planning	Sep 16, 2022	Autonomous DrivingDensity Estimation	—Unverified
A partial likelihood approach to tree-based density modeling and its application in Bayesian inference	Dec 16, 2024	Bayesian InferenceComputational Efficiency	—Unverified
Discovery and density estimation of latent confounders in Bayesian networks with evidence lower bound	Jun 11, 2022	Computational EfficiencyDensity Estimation	—Unverified
Discovering the neural correlate informed nosological relation among multiple neuropsychiatric disorders through dual utilisation of diagnostic information	Sep 29, 2021	Density EstimationDiagnostic	—Unverified
DiSciPLE: Learning Interpretable Programs for Scientific Visual Discovery	Jan 1, 2025	Common Sense ReasoningDensity Estimation	—Unverified
Dirichlet process mixture models for non-stationary data streams	Oct 13, 2022	ClusteringDensity Estimation	—Unverified
Can Kernel Transfer Operators Help Flow based Generative Models?	Jan 1, 2021	Density Estimation	—Unverified
A parallelizable sampling method for parameter inference of large biochemical reaction models	Jun 27, 2016	Density Estimation	—Unverified
Direct Importance Estimation with Model Selection and Its Application to Covariate Shift Adaptation	Dec 1, 2007	Density EstimationModel Selection	—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