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 201–225 of 1394 papers

Title	Date	Tasks	Status	Hype
A General Approach for Determining Applicability Domain of Machine Learning Models	May 28, 2024	Density EstimationProperty Prediction	—Unverified	0
Offline Oracle-Efficient Learning for Contextual MDPs via Layerwise Exploration-Exploitation Tradeoff	May 28, 2024	Density EstimationMulti-Armed Bandits	—Unverified	0
Non-negative Tensor Mixture Learning for Discrete Density Estimation	May 28, 2024	Density EstimationTensor Decomposition	—Unverified	0
Private Edge Density Estimation for Random Graphs: Optimal, Efficient and Robust	May 26, 2024	Density Estimation	—Unverified	0
An Asymptotic CVaR Measure of Risk for Markov Chains	May 22, 2024	Decision MakingDensity Estimation	—Unverified	0
LMD3: Language Model Data Density Dependence	May 10, 2024	Density EstimationLanguage Modeling	—Unverified	0
ISR: Invertible Symbolic Regression	May 10, 2024	Density Estimationregression	—Unverified	0
A score-based particle method for homogeneous Landau equation	May 8, 2024	Density Estimation	—Unverified	0
Differentially Private Post-Processing for Fair Regression	May 7, 2024	Density EstimationFairness	CodeCode Available	0
Generalized Cauchy-Schwarz Divergence and Its Deep Learning Applications	May 7, 2024	ClusteringDeep Clustering	—Unverified	0
Differentially Private Synthetic Data with Private Density Estimation	May 6, 2024	Density Estimation	—Unverified	0
Sample-efficient neural likelihood-free Bayesian inference of implicit HMMs	May 2, 2024	Bayesian InferenceDensity Estimation	CodeCode Available	0
Collaborative Heterogeneous Causal Inference Beyond Meta-analysis	Apr 24, 2024	Causal InferenceDensity Estimation	—Unverified	0
Risk Bounds for Mixture Density Estimation on Compact Domains via the h-Lifted Kullback--Leibler Divergence	Apr 19, 2024	Density Estimation	CodeCode Available	0
Online Estimation via Offline Estimation: An Information-Theoretic Framework	Apr 15, 2024	Decision MakingDensity Estimation	—Unverified	0
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image Enhancement	Apr 15, 2024	Density EstimationImage Enhancement	CodeCode Available	1
Topological Feature Search Method for Multichannel EEG: Application in ADHD classification	Apr 10, 2024	Density EstimationDiagnostic	—Unverified	0
Normalizing Flows on the Product Space of SO(3) Manifolds for Probabilistic Human Pose Modeling	Apr 8, 2024	Density Estimation	CodeCode Available	1
Multiple-policy Evaluation via Density Estimation	Mar 29, 2024	Density Estimation	—Unverified	0
MCNet: A crowd denstity estimation network based on integrating multiscale attention module	Mar 29, 2024	Density Estimationimage-classification	—Unverified	0
Goal-Oriented Bayesian Optimal Experimental Design for Nonlinear Models using Markov Chain Monte Carlo	Mar 26, 2024	Bayesian OptimizationDensity Estimation	—Unverified	0
Document Set Expansion with Positive-Unlabelled Learning Using Intractable Density Estimation	Mar 26, 2024	Density Estimation	CodeCode Available	0
Improved Soft-k-Means Clustering Algorithm for Balancing Energy Consumption in Wireless Sensor Networks	Mar 23, 2024	ClusteringDensity Estimation	—Unverified	0
MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection	Mar 21, 2024	Anomaly DetectionAnomaly Detection In Surveillance Videos	CodeCode Available	2
Probabilistic reachable sets of stochastic nonlinear systems with contextual uncertainties	Mar 19, 2024	Density Estimation	—Unverified	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