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 526–550 of 1394 papers

Title	Date	Tasks	Status
Combining local and global smoothing in multivariate density estimation	Oct 7, 2016	ClusteringDensity Estimation	—Unverified
ARMCMC: ONLINE MODEL PARAMETERS DENSITY ESTIMATION IN BAYESIAN PARADIGM	Jan 1, 2021	Density Estimation	—Unverified
Eliminating Ratio Bias for Gradient-based Simulated Parameter Estimation	Nov 20, 2024	Density Estimationparameter estimation	—Unverified
Efficient training of lightweight neural networks using Online Self-Acquired Knowledge Distillation	Aug 26, 2021	Density EstimationKnowledge Distillation	—Unverified
Combined approach for automatic and robust calculation of dominant frequency of electrogastrogram	Sep 18, 2020	Density Estimation	—Unverified
Color Orchestra: Ordering Color Palettes for Interpolation and Prediction	Mar 17, 2017	Density EstimationPrediction	—Unverified
ARMCMC: Online Bayesian Density Estimation of Model Parameters	Sep 29, 2021	Density Estimation	—Unverified
Efficient Multi-Frequency Phase Unwrapping using Kernel Density Estimation	Aug 18, 2016	Density Estimationvalid	—Unverified
Color Constancy with Derivative Colors	Nov 25, 2016	Color ConstancyDensity Estimation	—Unverified
Efficient Minimax Strategies for Square Loss Games	Dec 1, 2014	Density EstimationPrediction	—Unverified
Efficiently Learning Structured Distributions from Untrusted Batches	Nov 5, 2019	Density Estimation	—Unverified
Collaborative Heterogeneous Causal Inference Beyond Meta-analysis	Apr 24, 2024	Causal InferenceDensity Estimation	—Unverified
Efficiently Computing Similarities to Private Datasets	Mar 13, 2024	Density EstimationDimensionality Reduction	—Unverified
Efficient Learning Under Density Shift in Incremental Settings Using Cramér-Rao-Based Regularization	Feb 18, 2025	Density Estimation	—Unverified
Efficient Density Estimation via Piecewise Polynomial Approximation	May 14, 2013	Density Estimation	—Unverified
Efficient computation and analysis of distributional Shapley values	Jul 2, 2020	Binary ClassificationDensity Estimation	—Unverified
Collaborative Anomaly Detection	Sep 20, 2022	Anomaly DetectionDensity Estimation	—Unverified
A Large Contextual Dataset for Classification, Detection and Counting of Cars with Deep Learning	Sep 14, 2016	Density EstimationGeneral Classification	—Unverified
Adaptive Random Bandwidth for Inference in CAViaR Models	Feb 2, 2021	Density Estimation	—Unverified
About the Cost of Central Privacy in Density Estimation	Jun 26, 2023	Density Estimation	—Unverified
Efficient Bregman Range Search	Dec 1, 2009	Density EstimationInformation Retrieval	—Unverified
Efficient Bayesian Inverse Reinforcement Learning via Conditional Kernel Density Estimation	Nov 22, 2021	BIRLDensity Estimation	—Unverified
Effective LHC measurements with matrix elements and machine learning	Jun 4, 2019	BIG-bench Machine LearningDensity Estimation	—Unverified
Clustering via Mode Seeking by Direct Estimation of the Gradient of a Log-Density	Apr 20, 2014	ClusteringDensity Estimation	—Unverified
Edge Detection based on Kernel Density Estimation	Nov 5, 2014	Density EstimationEdge Detection	—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