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 401–425 of 1394 papers

Title	Date	Tasks	Status
Quasi-Bayesian Nonparametric Density Estimation via Autoregressive Predictive Updates	Jun 13, 2022	Density Estimation	—Unverified
Density Estimation with Distribution Element Trees	Oct 2, 2016	Density Estimation	—Unverified
Density estimation with LLMs: a geometric investigation of in-context learning trajectories	Oct 7, 2024	Density EstimationIn-Context Learning	—Unverified
Density Forecasts in Panel Data Models: A Semiparametric Bayesian Perspective	May 10, 2018	Density EstimationTime Series	—Unverified
Crowd Transformer Network	Apr 4, 2019	Crowd CountingDensity Estimation	—Unverified
"Dependency Bottleneck" in Auto-encoding Architectures: an Empirical Study	Feb 15, 2018	Density Estimation	—Unverified
Crowdotic: A Privacy-Preserving Hospital Waiting Room Crowd Density Estimation with Non-speech Audio	Sep 19, 2023	Density EstimationManagement	—Unverified
Transporting Robotic Swarms via Mean-Field Feedback Control	Jun 20, 2020	Density EstimationPhilosophy	—Unverified
Designing Data: Proactive Data Collection and Iteration for Machine Learning	Jan 24, 2023	Density EstimationDiversity	—Unverified
Bounds all around: training energy-based models with bidirectional bounds	Nov 1, 2021	AllDensity Estimation	—Unverified
Breaking the curse of dimensionality in structured density estimation	Oct 10, 2024	Density Estimation	—Unverified
Autoregressive Score Matching	Oct 24, 2020	DenoisingDensity Estimation	—Unverified
CrowdDiff: Multi-hypothesis Crowd Density Estimation using Diffusion Models	Jan 1, 2024	Crowd CountingDensity Estimation	—Unverified
Enhancing Synthetic Oversampling for Imbalanced Datasets Using Proxima-Orion Neighbors and q-Gaussian Weighting Technique	Jan 27, 2025	Density EstimationDiversity	—Unverified
Crowd Density Estimation using Novel Feature Descriptor	May 15, 2019	Crowd CountingDensity Estimation	—Unverified
A Novel Locally Linear KNN Model for Visual Recognition	Jun 1, 2015	Action RecognitionDensity Estimation	—Unverified
Building Detection from Satellite Images on a Global Scale	Jul 27, 2017	Density Estimation	—Unverified
A General Approach for Determining Applicability Domain of Machine Learning Models	May 28, 2024	Density EstimationProperty Prediction	—Unverified
Autoregressive Quantile Flows for Predictive Uncertainty Estimation	Dec 9, 2021	Density Estimationobject-detection	—Unverified
Adversarial Attack and Defense for LoRa Device Identification and Authentication via Deep Learning	Dec 30, 2024	Adversarial AttackDensity Estimation	—Unverified
Differentially-Private Bayes Consistency	Dec 8, 2022	Binary ClassificationDensity Estimation	—Unverified
Differentially Private Kernel Density Estimation	Sep 3, 2024	Density Estimation	—Unverified
Differentially Private Normalizing Flows for Privacy-Preserving Density Estimation	Mar 25, 2021	Anomaly DetectionDensity Estimation	—Unverified
Answer Identification in Collaborative Organizational Group Chat	Nov 4, 2020	ClusteringDensity Estimation	—Unverified
Crowd Density Estimation using Imperfect Labels	Dec 2, 2022	Crowd CountingDensity 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	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