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 1226–1250 of 1394 papers

Title	Date	Tasks	Status
Detection of Adversarial Examples in NLP: Benchmark and Baseline via Robust Density Estimation	Nov 16, 2021	Adversarial DefenseDensity Estimation	CodeCode Available
Nonparametric Gaussian Mixture Models for the Multi-Armed Bandit	Aug 8, 2018	Density EstimationMulti-Armed Bandits	CodeCode Available
InQMAD: Incremental Quantum Measurement Anomaly Detection	Oct 11, 2022	Anomaly DetectionDensity Estimation	CodeCode Available
Gaussian Mixture Reduction with Composite Transportation Divergence	Feb 19, 2020	ClusteringComputational Efficiency	CodeCode Available
Integral Privacy for Sampling	Jun 13, 2018	Density EstimationFairness	CodeCode Available
Non-parametric Models for Non-negative Functions	Jul 8, 2020	Density Estimationquantile regression	CodeCode Available
Stacked Pooling: Improving Crowd Counting by Boosting Scale Invariance	Aug 22, 2018	Crowd CountingDensity Estimation	CodeCode Available
Detecting Adversarial Samples from Artifacts	Mar 1, 2017	Density Estimation	CodeCode Available
Uncovering Process Noise in LTV Systems via Kernel Deconvolution	Dec 2, 2024	Density Estimation	CodeCode Available
A Triangular Network For Density Estimation	Apr 30, 2020	Density Estimation	CodeCode Available
Detecting Adversarial Examples through Nonlinear Dimensionality Reduction	Apr 30, 2019	Density EstimationDimensionality Reduction	CodeCode Available
Dequantified Diffusion-Schrödinger Bridge for Density Ratio Estimation	May 8, 2025	Density EstimationDensity Ratio Estimation	CodeCode Available
Reweighted Expectation Maximization	Jun 13, 2019	Bayesian InferenceDensity Estimation	CodeCode Available
Density Estimation in Infinite Dimensional Exponential Families	Dec 12, 2013	Density Estimation	CodeCode Available
Nonparametric semi-supervised learning of class proportions	Jan 8, 2016	Density Estimation	CodeCode Available
RFCDE: Random Forests for Conditional Density Estimation	Apr 16, 2018	Density EstimationGeneral Classification	CodeCode Available
Conditional Density Estimation with Neural Networks: Best Practices and Benchmarks	Mar 3, 2019	Density Estimation	CodeCode Available
ISDE : Independence Structure Density Estimation	Mar 18, 2022	Density Estimation	CodeCode Available
I-SEA: Importance Sampling and Expected Alignment-Based Deep Distance Metric Learning for Time Series Analysis and Embedding	Jun 28, 2022	Density EstimationMetric Learning	CodeCode Available
Conditional Density Estimation with Histogram Trees	Oct 15, 2024	Density Estimationregression	CodeCode Available
Normalizing Flows for Interventional Density Estimation	Sep 13, 2022	Causal InferenceDensity Estimation	CodeCode Available
Iterative Neural Autoregressive Distribution Estimator NADE-k	Dec 1, 2014	Density EstimationImage Generation	CodeCode Available
Iterative Neural Autoregressive Distribution Estimator (NADE-k)	Jun 5, 2014	Density EstimationImage Generation	CodeCode Available
It HAS to be Subjective: Human Annotator Simulation via Zero-shot Density Estimation	Sep 30, 2023	Density EstimationMeta-Learning	CodeCode Available
Density reconstruction from schlieren images through Bayesian nonparametric models	Jan 13, 2022	BIG-bench Machine LearningDensity Estimation	CodeCode Available

Show:10 25 50

← PrevPage 50 of 56Next →

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