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 926–950 of 1394 papers

Title	Date	Tasks	Status
Non-parametric Models for Non-negative Functions	Jul 8, 2020	Density Estimationquantile regression	CodeCode Available
Efficient computation and analysis of distributional Shapley values	Jul 2, 2020	Binary ClassificationDensity Estimation	—Unverified
Robust Kernel Density Estimation with Median-of-Means principle	Jun 30, 2020	Density Estimation	CodeCode Available
VAE-KRnet and its applications to variational Bayes	Jun 29, 2020	Density EstimationDimensionality Reduction	—Unverified
Kernel Density Estimation based Factored Relevance Model for Multi-Contextual Point-of-Interest Recommendation	Jun 28, 2020	Density Estimation	—Unverified
Maximum Multiscale Entropy and Neural Network Regularization	Jun 25, 2020	Density Estimation	—Unverified
Laplacian Mixture Model Point Based Registration	Jun 22, 2020	Density Estimationmodel	—Unverified
Transporting Robotic Swarms via Mean-Field Feedback Control	Jun 20, 2020	Density EstimationPhilosophy	—Unverified
Task-agnostic Out-of-Distribution Detection Using Kernel Density Estimation	Jun 18, 2020	Autonomous DrivingClassification	CodeCode Available
A One-Pass Private Sketch for Most Machine Learning Tasks	Jun 16, 2020	BIG-bench Machine LearningDensity Estimation	—Unverified
Estimation of Skill Distributions	Jun 15, 2020	Density Estimationparameter estimation	—Unverified
Gaussian Gated Linear Networks	Jun 10, 2020	DenoisingDensity Estimation	CodeCode Available
High-Dimensional Non-Parametric Density Estimation in Mixed Smooth Sobolev Spaces	Jun 5, 2020	Density EstimationVocal Bursts Intensity Prediction	—Unverified
Handling missing data in model-based clustering	Jun 4, 2020	ClusteringData Augmentation	—Unverified
Plots of the cumulative differences between observed and expected values of ordered Bernoulli variates	Jun 3, 2020	Density Estimation	—Unverified
Unsupervised Discretization by Two-dimensional MDL-based Histogram	Jun 2, 2020	Density EstimationModel Selection	CodeCode Available
Fully probabilistic quasar continua predictions near Lyman-α with conditional neural spline flows	May 31, 2020	Density Estimation	CodeCode Available
Consistent and Flexible Selectivity Estimation for High-Dimensional Data	May 20, 2020	Data IntegrationDensity Estimation	CodeCode Available
Variational Hyper-Encoding Networks	May 18, 2020	DecoderDensity Estimation	—Unverified
Learning Deep Models from Synthetic Data for Extracting Dolphin Whistle Contours	May 18, 2020	Density Estimation	—Unverified
A Triangular Network For Density Estimation	Apr 30, 2020	Density Estimation	CodeCode Available
A new effective and efficient measure for outlying aspect mining	Apr 28, 2020	Density Estimation	—Unverified
Deep Photon Mapping	Apr 25, 2020	DenoisingDensity Estimation	—Unverified
Robust Density Estimation under Besov IPM Losses	Apr 18, 2020	Density Estimation	—Unverified
Anomaly Detection in Trajectory Data with Normalizing Flows	Apr 13, 2020	Anomaly DetectionDensity 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