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 226–250 of 1394 papers

Title	Date	Tasks	Status
Characteristic Neural Ordinary Differential Equations	Nov 25, 2021	Computational EfficiencyDensity Estimation	—Unverified
Choice of V for V-Fold Cross-Validation in Least-Squares Density Estimation	Oct 22, 2012	Density EstimationModel Selection	—Unverified
Clean-NeRF: Reformulating NeRF to account for View-Dependent Observations	Mar 26, 2023	3D ReconstructionDensity Estimation	—Unverified
C-Learning: Learning to Achieve Goals via Recursive Classification	Nov 17, 2020	ClassificationDensity Estimation	—Unverified
3D-GMNet: Single-View 3D Shape Recovery as A Gaussian Mixture	Dec 10, 2019	3D ReconstructionDensity Estimation	—Unverified
CLIP: Train Faster with Less Data	Dec 2, 2022	Density Estimation	—Unverified
Closed-Loop Neural Operator-Based Observer of Traffic Density	Apr 7, 2025	Density Estimation	—Unverified
ClusterCluster: Parallel Markov Chain Monte Carlo for Dirichlet Process Mixtures	Apr 8, 2013	Density EstimationTime Series	—Unverified
Clustering by Deep Nearest Neighbor Descent (D-NND): A Density-based Parameter-Insensitive Clustering Method	Dec 7, 2015	ClusteringDensity Estimation	—Unverified
Clustering consistency with Dirichlet process mixtures	May 25, 2022	ClusteringDensity Estimation	—Unverified
Clustering Unclustered Data: Unsupervised Binary Labeling of Two Datasets Having Different Class Balances	May 1, 2013	ClusteringDensity Estimation	—Unverified
Clustering via Mode Seeking by Direct Estimation of the Gradient of a Log-Density	Apr 20, 2014	ClusteringDensity Estimation	—Unverified
Adaptive learning of density ratios in RKHS	Jul 30, 2023	Density EstimationDensity Ratio Estimation	—Unverified
Unsupervised in-distribution anomaly detection of new physics through conditional density estimation	Dec 21, 2020	Anomaly DetectionDensity Estimation	—Unverified
ButterflyFlow: Building Invertible Layers with Butterfly Matrices	Sep 28, 2022	Density Estimation	—Unverified
A Novel Markov Model for Near-Term Railway Delay Prediction	May 21, 2022	Density EstimationPrediction	—Unverified
Color Constancy with Derivative Colors	Nov 25, 2016	Color ConstancyDensity Estimation	—Unverified
Color Orchestra: Ordering Color Palettes for Interpolation and Prediction	Mar 17, 2017	Density EstimationPrediction	—Unverified
Combined approach for automatic and robust calculation of dominant frequency of electrogastrogram	Sep 18, 2020	Density Estimation	—Unverified
Combining local and global smoothing in multivariate density estimation	Oct 7, 2016	ClusteringDensity Estimation	—Unverified
Communication-Efficient Distributed Learning of Discrete Distributions	Dec 1, 2017	Density Estimation	—Unverified
Complete gradient clustering algorithm for features analysis of x-ray images	Apr 30, 2010	ClusteringDensity Estimation	—Unverified
Building Detection from Satellite Images on a Global Scale	Jul 27, 2017	Density Estimation	—Unverified
BSL: An R Package for Efficient Parameter Estimation for Simulation-Based Models via Bayesian Synthetic Likelihood	Jul 25, 2019	Density Estimationparameter estimation	—Unverified
A Novel Locally Linear KNN Model for Visual Recognition	Jun 1, 2015	Action RecognitionDensity 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