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 851–875 of 1394 papers

Title	Date	Tasks	Status
Parametric Density Estimation with Uncertainty using Deep Ensembles	Jan 1, 2021	Density Estimation	—Unverified
Can Kernel Transfer Operators Help Flow based Generative Models?	Jan 1, 2021	Density Estimation	—Unverified
Neural Point Process for Forecasting Spatiotemporal Events	Jan 1, 2021	Density EstimationPoint Processes	—Unverified
ARMCMC: ONLINE MODEL PARAMETERS DENSITY ESTIMATION IN BAYESIAN PARADIGM	Jan 1, 2021	Density Estimation	—Unverified
Variational Determinant Estimation with Spherical Normalizing Flows	Dec 24, 2020	Density EstimationVariational Inference	—Unverified
Unsupervised in-distribution anomaly detection of new physics through conditional density estimation	Dec 21, 2020	Anomaly DetectionDensity Estimation	—Unverified
Process monitoring based on orthogonal locality preserving projection with maximum likelihood estimation	Dec 13, 2020	Density EstimationDimensionality Reduction	—Unverified
Uncertainty Intervals for Graph-based Spatio-Temporal Traffic Prediction	Dec 9, 2020	Density EstimationPrediction	—Unverified
Accelerating Continuous Normalizing Flow with Trajectory Polynomial Regularization	Dec 8, 2020	Density EstimationVariational Inference	CodeCode Available
Interpretable deep learning regression for breast density estimation on MRI	Dec 8, 2020	Deep LearningDensity Estimation	—Unverified
Multivariate Density Estimation with Deep Neural Mixture Models	Dec 6, 2020	Density Estimation	—Unverified
The Hidden Uncertainty in a Neural Networks Activations	Dec 5, 2020	Density EstimationOut of Distribution (OOD) Detection	—Unverified
Video Anomaly Detection by Estimating Likelihood of Representations	Dec 2, 2020	Action RecognitionAnomaly Detection	CodeCode Available
Estimation of Skill Distribution from a Tournament	Dec 1, 2020	Density Estimationparameter estimation	—Unverified
A Fair Classifier Using Kernel Density Estimation	Dec 1, 2020	BIG-bench Machine LearningBinary Classification	—Unverified
Adversarial Attacks on Deep Graph Matching	Dec 1, 2020	Adversarial AttackDensity Estimation	—Unverified
Prior Flow Variational Autoencoder: A density estimation model for Non-Intrusive Load Monitoring	Nov 30, 2020	Density EstimationNon-Intrusive Load Monitoring	—Unverified
Generative Video Compression as Hierarchical Variational Inference	Nov 23, 2020	Density EstimationVariational Inference	—Unverified
Density Estimation using Entropy Maximization for Semi-continuous Data	Nov 17, 2020	Density Estimation	—Unverified
C-Learning: Learning to Achieve Goals via Recursive Classification	Nov 17, 2020	ClassificationDensity Estimation	—Unverified
Computational Challenges in Non-parametric Prediction of Bradycardia in Preterm Infants	Nov 17, 2020	Density Estimation	—Unverified
An exact kernel framework for spatio-temporal dynamics	Nov 13, 2020	Density Estimation	—Unverified
A Statistical Perspective on Coreset Density Estimation	Nov 10, 2020	Density Estimation	—Unverified
Bayesian Nonparametric Dimensionality Reduction of Categorical Data for Predicting Severity of COVID-19 in Pregnant Women	Nov 7, 2020	Density EstimationDimensionality Reduction	—Unverified
Contrastive Topographic Models: Energy-based density models applied to the understanding of sensory coding and cortical topography	Nov 5, 2020	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