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 301–325 of 1394 papers

Title	Date	Tasks	Status
Deep Photon Mapping	Apr 25, 2020	DenoisingDensity Estimation	—Unverified
Beyond Smoothness: Incorporating Low-Rank Analysis into Nonparametric Density Estimation	Apr 2, 2022	Density Estimation	—Unverified
An Introductory Guide to Fano's Inequality with Applications in Statistical Estimation	Jan 2, 2019	Density EstimationModel Selection	—Unverified
A Fair Classifier Using Kernel Density Estimation	Dec 1, 2020	BIG-bench Machine LearningBinary Classification	—Unverified
Deep Spatial Regression Model for Image Crowd Counting	Oct 26, 2017	Crowd CountingDensity Estimation	—Unverified
An improper estimator with optimal excess risk in misspecified density estimation and logistic regression	Dec 23, 2019	Density Estimationregression	—Unverified
Better Conditional Density Estimation for Neural Networks	Jun 7, 2016	Density Estimation	—Unverified
An exact kernel framework for spatio-temporal dynamics	Nov 13, 2020	Density Estimation	—Unverified
Benchmarking high-fidelity pedestrian tracking systems for research, real-time monitoring and crowd control	Aug 26, 2021	BenchmarkingDensity Estimation	—Unverified
Bayesian Weapon System Reliability Modeling with Cox-Weibull Neural Network	Jan 4, 2023	Density Estimation	—Unverified
LGBQPC: Local Granular-Ball Quality Peaks Clustering	May 16, 2025	ClusteringComputational Efficiency	—Unverified
Deep Unfolding with Kernel-based Quantization in MIMO Detection	May 19, 2025	Density EstimationEdge-computing	—Unverified
Bayesian Quantile Regression with Subset Selection: A Decision Analysis Perspective	Nov 3, 2023	Density Estimationquantile regression	—Unverified
Bayesian Nonparametric Adaptive Spectral Density Estimation for Financial Time Series	Feb 9, 2019	Density EstimationTime Series	—Unverified
A New Stochastic Approximation Method for Gradient-based Simulated Parameter Estimation	Mar 24, 2025	Density Estimationparameter estimation	—Unverified
Bayesian mixtures of spatial spline regressions	Aug 4, 2015	ClusteringDensity Estimation	—Unverified
A New Probabilistic Distance Metric With Application In Gaussian Mixture Reduction	Jun 12, 2023	Density Estimation	—Unverified
Adaptive Density Estimation for Generative Models	Jan 4, 2019	DecoderDensity Estimation	—Unverified
Deep Homogeneous Mixture Models: Representation, Separation, and Approximation	Dec 1, 2018	Density Estimation	—Unverified
Bayesian Exploration Networks	Aug 24, 2023	Decision MakingDecision Making Under Uncertainty	—Unverified
Bayesian Binary Search	Oct 2, 2024	Density Estimationquantile regression	—Unverified
A new perspective on probabilistic image modeling	Mar 21, 2022	Density Estimation	—Unverified
Batch Uniformization for Minimizing Maximum Anomaly Score of DNN-based Anomaly Detection in Sounds	Jul 19, 2019	Anomaly DetectionDensity Estimation	—Unverified
Balanced Training of Energy-Based Models with Adaptive Flow Sampling	Jun 1, 2023	Density EstimationVariational Inference	—Unverified
Adversarial Attacks on LoRa Device Identification and Rogue Signal Detection with Deep Learning	Dec 27, 2023	ClassificationDensity 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	Flow matching	NLL (bits/dim)	2.99	—	Unverified
8	score SDE	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