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 1076–1100 of 1394 papers

Title	Date	Tasks	Status
Probabilistic Matching of Real and Generated Data Statistics in Generative Adversarial Networks	Jun 19, 2023	Density Estimation	CodeCode Available
Fast Private Kernel Density Estimation via Locality Sensitive Quantization	Jul 4, 2023	Density EstimationQuantization	CodeCode Available
Posterior Matching for Arbitrary Conditioning	Jan 28, 2022	Density Estimation	CodeCode Available
Model Comparison in Approximate Bayesian Computation	Mar 15, 2022	Density Estimationmodel	CodeCode Available
Set Prediction without Imposing Structure as Conditional Density Estimation	Oct 8, 2020	Density EstimationPoint cloud reconstruction	CodeCode Available
Fast ε-free Inference of Simulation Models with Bayesian Conditional Density Estimation	Dec 1, 2016	Density Estimation	CodeCode Available
Counterfactual experience augmented off-policy reinforcement learning	Mar 18, 2025	counterfactualCounterfactual Inference	CodeCode Available
A Nonparametric Off-Policy Policy Gradient	Jan 8, 2020	Density EstimationPolicy Gradient Methods	CodeCode Available
Task-agnostic Out-of-Distribution Detection Using Kernel Density Estimation	Jun 18, 2020	Autonomous DrivingClassification	CodeCode Available
Shift the Lens: Environment-Aware Unsupervised Camouflaged Object Detection	Jan 1, 2025	Density Estimationobject-detection	CodeCode Available
Binned semiparametric Bayesian networks	Jun 27, 2025	Density Estimation	CodeCode Available
Fast ε-free Inference of Simulation Models with Bayesian Conditional Density Estimation	May 20, 2016	Density Estimation	CodeCode Available
Monge-Ampère Flow for Generative Modeling	Sep 26, 2018	Density Estimation	CodeCode Available
Tropical Geometric Tools for Machine Learning: the TML package	Sep 3, 2023	Density Estimation	CodeCode Available
Monte Carlo dropout increases model repeatability	Nov 12, 2021	ClassificationDensity Estimation	CodeCode Available
A density estimation perspective on learning from pairwise human preferences	Nov 23, 2023	Density Estimation	CodeCode Available
Cosmological Parameter Estimation with Sequential Linear Simulation-based Inference	Jan 7, 2025	Density Estimationparameter estimation	CodeCode Available
The Concrete Distribution: A Continuous Relaxation of Discrete Random Variables	Nov 2, 2016	Density EstimationStructured Prediction	CodeCode Available
Flexible Tails for Normalizing Flows	Jun 22, 2024	Density EstimationVariational Inference	CodeCode Available
FloMo: Tractable Motion Prediction with Normalizing Flows	Mar 5, 2021	Data AugmentationDensity Estimation	CodeCode Available
Copula Density Neural Estimation	Nov 25, 2022	Density EstimationMutual Information Estimation	CodeCode Available
Bias and Generalization in Deep Generative Models: An Empirical Study	Nov 8, 2018	Density EstimationInductive Bias	CodeCode Available
Converting High-Dimensional Regression to High-Dimensional Conditional Density Estimation	Apr 26, 2017	AstronomyDensity Estimation	CodeCode Available
FlowCon: Out-of-Distribution Detection using Flow-Based Contrastive Learning	Jul 3, 2024	Contrastive LearningDensity Estimation	CodeCode Available
Flowification: Everything is a Normalizing Flow	May 30, 2022	Density Estimation	CodeCode Available

Show:10 25 50

← PrevPage 44 of 56Next →

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