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 1276–1300 of 1394 papers

Title	Date	Tasks	Status
Density Descent for Diversity Optimization	Dec 18, 2023	Density EstimationDiversity	—Unverified
Robust Low Rank Kernel Embeddings of Multivariate Distributions	Dec 1, 2013	BIG-bench Machine LearningDensity Estimation	—Unverified
Unpriortized Autoencoder For Image Generation	Feb 12, 2019	Density EstimationImage Generation	—Unverified
Boosted Density Estimation Remastered	Mar 22, 2018	Density EstimationGenerative Adversarial Network	—Unverified
Density Estimation for Conservative Q-Learning	Sep 29, 2021	Density EstimationQ-Learning	—Unverified
Density Estimation for Entry Guidance Problems using Deep Learning	Oct 30, 2023	Deep LearningDensity Estimation	—Unverified
Density Estimation for Geolocation via Convolutional Mixture Density Network	May 8, 2017	Density Estimation	—Unverified
Density estimation for shift-invariant multidimensional distributions	Nov 9, 2018	Density Estimation	—Unverified
Robust modal regression with direct log-density derivative estimation	Oct 18, 2019	Density Estimationregression	—Unverified
Density estimation from unweighted k-nearest neighbor graphs: a roadmap	Dec 1, 2013	Density Estimation	—Unverified
Robust multi-item auction design using statistical learning: Overcoming uncertainty in bidders' types distributions	Feb 2, 2023	Density Estimation	—Unverified
Density estimation in representation space to predict model uncertainty	Aug 20, 2019	Density Estimationimage-classification	—Unverified
Density Estimation using Entropy Maximization for Semi-continuous Data	Nov 17, 2020	Density Estimation	—Unverified
Bona fide Riesz projections for density estimation	Apr 28, 2022	Density Estimation	—Unverified
Density Estimation via Bayesian Inference Engines	Sep 14, 2020	Bayesian InferenceDensity Estimation	—Unverified
Blindness of score-based methods to isolated components and mixing proportions	Aug 23, 2020	Bayesian InferenceDensity Estimation	—Unverified
Density Estimation via Discrepancy	Sep 23, 2015	Density Estimation	—Unverified
Density Estimation via Discrepancy Based Adaptive Sequential Partition	Apr 5, 2014	Density Estimation	—Unverified
Density Estimation via Measure Transport: Outlook for Applications in the Biological Sciences	Sep 27, 2023	Density Estimation	—Unverified
Density estimation via mixture discrepancy and moments	Apr 2, 2025	Density Estimation	—Unverified
Quasi-Bayesian Nonparametric Density Estimation via Autoregressive Predictive Updates	Jun 13, 2022	Density Estimation	—Unverified
Density Estimation with Distribution Element Trees	Oct 2, 2016	Density Estimation	—Unverified
Density estimation with LLMs: a geometric investigation of in-context learning trajectories	Oct 7, 2024	Density EstimationIn-Context Learning	—Unverified
Density Forecasts in Panel Data Models: A Semiparametric Bayesian Perspective	May 10, 2018	Density EstimationTime Series	—Unverified
Auditing Differential Privacy Guarantees Using Density Estimation	Jun 7, 2024	Density Estimation	—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