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
Cyber-resilience for marine navigation by information fusion and change detection	Feb 1, 2022	Autonomous NavigationChange Detection	—Unverified
DAFE-FD: Density Aware Feature Enrichment for Face Detection	Jan 16, 2019	Crowd CountingDensity Estimation	—Unverified
Robust and integrative Bayesian neural networks for likelihood-free parameter inference	Feb 12, 2021	Density Estimation	—Unverified
Data-driven multi-agent modelling of calcium interactions in cell culture: PINN vs Regularized Least-squares	May 23, 2025	Density Estimationparameter estimation	—Unverified
Data-driven Uncertainty Quantification in Computational Human Head Models	Oct 29, 2021	Density EstimationDimensionality Reduction	—Unverified
Data driven value-at-risk forecasting using a SVR-GARCH-KDE hybrid	Sep 15, 2020	Density EstimationManagement	—Unverified
CacheFlow: Fast Human Motion Prediction by Cached Normalizing Flow	May 19, 2025	Density EstimationHuman motion prediction	—Unverified
Dataset Inference for Self-Supervised Models	Sep 16, 2022	AttributeDensity Estimation	—Unverified
Robust density estimation over star-shaped density classes	Jan 17, 2025	Density Estimation	—Unverified
DDKSP: A Data-Driven Stochastic Programming Framework for Car-Sharing Relocation Problem	Jan 20, 2020	Density Estimation	—Unverified
DDPM Score Matching and Distribution Learning	Apr 7, 2025	DenoisingDensity Estimation	—Unverified
ButterflyFlow: Building Invertible Layers with Butterfly Matrices	Sep 28, 2022	Density Estimation	—Unverified
Building Detection from Satellite Images on a Global Scale	Jul 27, 2017	Density Estimation	—Unverified
Debiasing Kernel-Based Generative Models	Mar 26, 2025	Density Estimation	—Unverified
Decentralized Continuification Control of Multi-Agent Systems via Distributed Density Estimation	Mar 18, 2025	Density Estimation	—Unverified
Robust Density Estimation under Besov IPM Losses	Apr 18, 2020	Density Estimation	—Unverified
Robust Ellipsoid-specific Fitting via Expectation Maximization	Oct 26, 2021	Density Estimationobject-detection	—Unverified
BSL: An R Package for Efficient Parameter Estimation for Simulation-Based Models via Bayesian Synthetic Likelihood	Jul 25, 2019	Density Estimationparameter estimation	—Unverified
Deconvoluting Kernel Density Estimation and Regression for Locally Differentially Private Data	Aug 28, 2020	Density EstimationPrivacy Preserving	—Unverified
Robust EM algorithm for model-based curve clustering	Dec 25, 2013	ClusteringDensity Estimation	—Unverified
Decoupled Marked Temporal Point Process using Neural Ordinary Differential Equations	Jun 10, 2024	Density Estimation	—Unverified
A Statistical Relational Approach to Learning Distance-based GCNs	Feb 13, 2021	Density EstimationLink Prediction	—Unverified
Robust Feature Matching with Alternate Hough and Inverted Hough Transforms	Jun 1, 2013	Density Estimation	—Unverified
Designing Robust Transformers using Robust Kernel Density Estimation	Oct 11, 2022	Density Estimationimage-classification	—Unverified
Robust Imitation via Mirror Descent Inverse Reinforcement Learning	Oct 20, 2022	Density EstimationImitation Learning	—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