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 401–425 of 1394 papers

Title	Date	Tasks	Status	Score
Bottleneck Conditional Density Estimation	Nov 25, 2016	Density Estimation	CodeCode Available	5
Noise Regularization for Conditional Density Estimation	Jul 21, 2019	Density Estimation	CodeCode Available	5
Exploring the Training Robustness of Distributional Reinforcement Learning against Noisy State Observations	Sep 17, 2021	Density EstimationDistributional Reinforcement Learning	CodeCode Available	5
Nonparametric Gaussian Mixture Models for the Multi-Armed Bandit	Aug 8, 2018	Density EstimationMulti-Armed Bandits	CodeCode Available	5
Fast ε-free Inference of Simulation Models with Bayesian Conditional Density Estimation	Dec 1, 2016	Density Estimation	CodeCode Available	5
Asymmetric Variational Autoencoders	Nov 20, 2017	Density EstimationVariational Inference	CodeCode Available	5
EX2: Exploration with Exemplar Models for Deep Reinforcement Learning	Mar 3, 2017	Deep Reinforcement LearningDensity Estimation	CodeCode Available	5
Dequantified Diffusion-Schrödinger Bridge for Density Ratio Estimation	May 8, 2025	Density EstimationDensity Ratio Estimation	CodeCode Available	5
Structured Recognition for Generative Models with Explaining Away	Sep 12, 2022	Density EstimationHippocampus	CodeCode Available	5
Evidence Networks: simple losses for fast, amortized, neural Bayesian model comparison	May 18, 2023	Density Estimation	CodeCode Available	5
Detecting Adversarial Samples from Artifacts	Mar 1, 2017	Density Estimation	CodeCode Available	5
Estimating Feature-Label Dependence Using Gini Distance Statistics	Jun 5, 2019	Density Estimation	CodeCode Available	5
Consistent and Flexible Selectivity Estimation for High-Dimensional Data	May 20, 2020	Data IntegrationDensity Estimation	CodeCode Available	5
Detection of Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation	May 1, 2022	Adversarial DefenseDensity Estimation	CodeCode Available	5
Estimating Probability Densities with Transformer and Denoising Diffusion	Jul 22, 2024	DenoisingDensity Estimation	CodeCode Available	5
Accelerating Continuous Normalizing Flow with Trajectory Polynomial Regularization	Dec 8, 2020	Density EstimationVariational Inference	CodeCode Available	5
Detection of Word Adversarial Examples in NLP: Benchmark and Baseline via Robust Density Estimation	Jan 16, 2022	Adversarial DefenseDensity Estimation	CodeCode Available	5
Conformalized High-Density Quantile Regression via Dynamic Prototypes-based Probability Density Estimation	Nov 2, 2024	Density Estimationquantile regression	CodeCode Available	5
Estimating Density Models with Truncation Boundaries using Score Matching	Oct 9, 2019	Density EstimationOutlier Detection	CodeCode Available	5
Expected Information Maximization: Using the I-Projection for Mixture Density Estimation	Jan 23, 2020	Density EstimationTraffic Prediction	CodeCode Available	5
Efficient Out-of-Distribution Detection of Melanoma with Wavelet-based Normalizing Flows	Aug 9, 2022	Density EstimationOut-of-Distribution Detection	CodeCode Available	5
A Survey of Recent Advances in CNN-based Single Image Crowd Counting and Density Estimation	Jul 5, 2017	Crowd CountingDensity Estimation	CodeCode Available	5
Empirical non-parametric estimation of the Fisher Information	Aug 6, 2014	Density Estimation	CodeCode Available	5
Differentially Private Normalizing Flows for Density Estimation, Data Synthesis, and Variational Inference with Application to Electronic Health Records	Feb 11, 2023	Density EstimationPrivacy Preserving	CodeCode Available	5
Efficient Mixture Learning in Black-Box Variational Inference	Jun 11, 2024	Density EstimationVariational Inference	CodeCode Available	5

Show:10 25 50

← PrevPage 17 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