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	Hype
Deconvoluting Kernel Density Estimation and Regression for Locally Differentially Private Data	Aug 28, 2020	Density EstimationPrivacy Preserving	—Unverified	0
Low-rank Characteristic Tensor Density Estimation Part I: Foundations	Aug 27, 2020	Density EstimationTensor Decomposition	—Unverified	0
A Discriminative Technique for Multiple-Source Adaptation	Aug 25, 2020	Density EstimationDomain Adaptation	—Unverified	0
Blindness of score-based methods to isolated components and mixing proportions	Aug 23, 2020	Bayesian InferenceDensity Estimation	—Unverified	0
Detecting and repairing arbitrage in traded option prices	Aug 21, 2020	Density Estimation	CodeCode Available	1
Nonparametric Conditional Density Estimation In A Deep Learning Framework For Short-Term Forecasting	Aug 17, 2020	BIG-bench Machine LearningComputational Efficiency	—Unverified	0
Lie PCA: Density estimation for symmetric manifolds	Aug 10, 2020	Density Estimation	—Unverified	0
COVID-19 mortality analysis from soft-data multivariate curve regression and machine learning	Aug 7, 2020	BIG-bench Machine LearningDensity Estimation	—Unverified	0
Complete parameter inference for GW150914 using deep learning	Aug 7, 2020	Bayesian InferenceDeep Learning	CodeCode Available	1
Parametric Copula-GP model for analyzing multidimensional neuronal and behavioral relationships	Aug 3, 2020	Density Estimation	—Unverified	0
A Comparative study of Artificial Neural Networks Using Reinforcement learning and Multidimensional Bayesian Classification Using Parzen Density Estimation for Identification of GC-EIMS Spectra of Partially Methylated Alditol Acetates	Jul 31, 2020	Density Estimation	—Unverified	0
Identification of 1H-NMR Spectra of Xyloglucan Oligosaccharides: A Comparative Study of Artificial Neural Networks and Bayesian Classification Using Nonparametric Density Estimation	Jul 30, 2020	Density Estimation	—Unverified	0
Kernel Methods and their derivatives: Concept and perspectives for the Earth system sciences	Jul 29, 2020	Density EstimationGaussian Processes	CodeCode Available	1
Solving Linear Inverse Problems Using the Prior Implicit in a Denoiser	Jul 27, 2020	Compressive SensingDeblurring	CodeCode Available	1
Learning the Solution Manifold in Optimization and Its Application in Motion Planning	Jul 24, 2020	Density EstimationMotion Planning	—Unverified	0
Interpretable Fault Detection using Projections of Mutual Information Matrix	Jul 21, 2020	Density EstimationFault Detection	CodeCode Available	0
Interactive Inference under Information Constraints	Jul 21, 2020	Density Estimation	—Unverified	0
Generative Flows with Matrix Exponential	Jul 19, 2020	Density Estimation	CodeCode Available	1
Strudel: Learning Structured-Decomposable Probabilistic Circuits	Jul 18, 2020	Density Estimation	CodeCode Available	0
Estimation of time-varying kernel densities and chronology of the impact of COVID-19 on financial markets	Jul 17, 2020	Density Estimation	—Unverified	0
Optimal Coreset for Gaussian Kernel Density Estimation	Jul 15, 2020	Density Estimation	—Unverified	0
Strong Uniform Consistency with Rates for Kernel Density Estimators with General Kernels on Manifolds	Jul 13, 2020	Density Estimation	—Unverified	0
Active Crowd Counting with Limited Supervision	Jul 13, 2020	Active LearningCrowd Counting	—Unverified	0
Variable Skipping for Autoregressive Range Density Estimation	Jul 10, 2020	Data AugmentationDensity Estimation	CodeCode Available	0
Variational Inference with Continuously-Indexed Normalizing Flows	Jul 10, 2020	Bayesian InferenceDensity Estimation	CodeCode Available	0

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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