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 476–500 of 1394 papers

Title	Date	Tasks	Status
Clustering via Mode Seeking by Direct Estimation of the Gradient of a Log-Density	Apr 20, 2014	ClusteringDensity Estimation	—Unverified
Efficient Bayesian Inverse Reinforcement Learning via Conditional Kernel Density Estimation	Nov 22, 2021	BIRLDensity Estimation	—Unverified
Efficient Bregman Range Search	Dec 1, 2009	Density EstimationInformation Retrieval	—Unverified
Few-shot Autoregressive Density Estimation: Towards Learning to Learn Distributions	Oct 27, 2017	Density EstimationImage Generation	—Unverified
Cross-modal variational inference for bijective signal-symbol translation	Feb 10, 2020	Audio GenerationDensity Estimation	—Unverified
Cross Attention Transformers for Multi-modal Unsupervised Whole-Body PET Anomaly Detection	Apr 14, 2023	Anomaly DetectionDensity Estimation	—Unverified
Efficiently Computing Similarities to Private Datasets	Mar 13, 2024	Density EstimationDimensionality Reduction	—Unverified
Automatic Salient Object Detection for Panoramic Images Using Region Growing and Fixation Prediction Model	Oct 10, 2017	Density Estimationobject-detection	—Unverified
Efficient Minimax Strategies for Square Loss Games	Dec 1, 2014	Density EstimationPrediction	—Unverified
Color Constancy with Derivative Colors	Nov 25, 2016	Color ConstancyDensity Estimation	—Unverified
Efficient Multi-Frequency Phase Unwrapping using Kernel Density Estimation	Aug 18, 2016	Density Estimationvalid	—Unverified
Crop yield probability density forecasting via quantile random forest and Epanechnikov Kernel function	Apr 23, 2019	Decision MakingDensity Estimation	—Unverified
ARMCMC: Online Bayesian Density Estimation of Model Parameters	Sep 29, 2021	Density Estimation	—Unverified
Efficient training of lightweight neural networks using Online Self-Acquired Knowledge Distillation	Aug 26, 2021	Density EstimationKnowledge Distillation	—Unverified
Eliminating Ratio Bias for Gradient-based Simulated Parameter Estimation	Nov 20, 2024	Density Estimationparameter estimation	—Unverified
Empirical Density Estimation based on Spline Quasi-Interpolation with applications to Copulas clustering modeling	Feb 18, 2024	Anomaly DetectionClustering	—Unverified
Empirical likelihood and uniform convergence rates for dyadic kernel density estimation	Oct 17, 2020	ClusteringDensity Estimation	—Unverified
Communication-Efficient Distributed Learning of Discrete Distributions	Dec 1, 2017	Density Estimation	—Unverified
EMTL: A Generative Domain Adaptation Approach	Jan 1, 2021	Density EstimationDomain Adaptation	—Unverified
CowScape: Quantitative reconstruction of the conformational landscape of biological macromolecules from cryo-EM data	Feb 18, 2024	Density Estimationimage-classification	—Unverified
EndoBoost: a plug-and-play module for false positive suppression during computer-aided polyp detection in real-world colonoscopy (with dataset)	Dec 23, 2022	Anomaly DetectionDensity Estimation	—Unverified
Automatic Dialect Density Estimation for African American English	Apr 3, 2022	Density EstimationLanguage Modeling	—Unverified
Enhanced Distribution Modelling via Augmented Architectures For Neural ODE Flows	Jun 5, 2023	Density Estimation	—Unverified
Coupled Distributional Random Expert Distillation for World Model Online Imitation Learning	May 4, 2025	Autonomous DrivingDensity Estimation	—Unverified
Automatic Bayesian Density Analysis	Jul 24, 2018	Anomaly DetectionBayesian Inference	—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