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 1351–1375 of 1394 papers

Title	Date	Tasks	Status
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)	May 29, 2022	Conformal PredictionDensity Estimation	CodeCode Available
ARTree: A Deep Autoregressive Model for Phylogenetic Inference	Oct 14, 2023	Density Estimationmodel	CodeCode Available
ByPE-VAE: Bayesian Pseudocoresets Exemplar VAE	Jul 20, 2021	Data AugmentationDensity Estimation	CodeCode Available
PHOENICS: A universal deep Bayesian optimizer	Jan 4, 2018	Bayesian OptimizationDensity Estimation	CodeCode Available
Physics Informed Convex Artificial Neural Networks (PICANNs) for Optimal Transport based Density Estimation	Apr 2, 2021	Density Estimation	CodeCode Available
Data-driven deep density estimation	Jul 23, 2021	Density Estimation	CodeCode Available
Bottleneck Conditional Density Estimation	Nov 25, 2016	Density Estimation	CodeCode Available
Crowd Counting via Adversarial Cross-Scale Consistency Pursuit	Jun 1, 2018	Crowd CountingDensity Estimation	CodeCode Available
Boosted Generative Models	Feb 27, 2017	Density EstimationGeneral Classification	CodeCode Available
Count What You Want: Exemplar Identification and Few-shot Counting of Human Actions in the Wild	Dec 28, 2023	Density Estimation	CodeCode Available
Bone mineral density estimation from a plain X-ray image by learning decomposition into projections of bone-segmented computed tomography	Jul 21, 2023	Density EstimationDiagnostic	CodeCode Available
A generative flow for conditional sampling via optimal transport	Jul 9, 2023	Bayesian InferenceDensity Estimation	CodeCode Available
TabPFN: One Model to Rule Them All?	May 26, 2025	AllBayesian Inference	CodeCode Available
Score Matching for Truncated Density Estimation on a Manifold	Jun 29, 2022	Density Estimation	CodeCode Available
PointConv: Deep Convolutional Networks on 3D Point Clouds	Nov 17, 2018	3D Part Segmentation3D Point Cloud Classification	CodeCode Available
BMD-GAN: Bone mineral density estimation using x-ray image decomposition into projections of bone-segmented quantitative computed tomography using hierarchical learning	Jul 7, 2022	Density EstimationGenerative Adversarial Network	CodeCode Available
Arbitrary Conditional Distributions with Energy	May 21, 2021	Arbitrary Conditional Density EstimationDensity Estimation	CodeCode Available
Block Neural Autoregressive Flow	Apr 9, 2019	Density EstimationNormalising Flows	CodeCode Available
Mean-field underdamped Langevin dynamics and its spacetime discretization	Dec 26, 2023	Density Estimation	CodeCode Available
Tabular data generation with tensor contraction layers and transformers	Dec 6, 2024	Density EstimationTabular Data Generation	CodeCode Available
Bivariate Beta-LSTM	May 25, 2019	Caption GenerationDensity Estimation	CodeCode Available
Positive definite nonparametric regression using an evolutionary algorithm with application to covariance function estimation	Apr 25, 2023	Density Estimationregression	CodeCode Available
Deep Unsupervised Cardinality Estimation	May 10, 2019	Density Estimation	CodeCode Available
MEMO-QCD: Quantum Density Estimation through Memetic Optimisation for Quantum Circuit Design	Jun 12, 2024	Density Estimation	CodeCode Available
APRICOT: A Dataset of Physical Adversarial Attacks on Object Detection	Dec 17, 2019	Adversarial RobustnessDensity Estimation	CodeCode Available

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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