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 551–575 of 1394 papers

Title	Date	Tasks	Status
Differentially Private Normalizing Flows for Density Estimation, Data Synthesis, and Variational Inference with Application to Electronic Health Records	Feb 11, 2023	Density EstimationPrivacy Preserving	CodeCode Available
LCDnet: A Lightweight Crowd Density Estimation Model for Real-time Video Surveillance	Feb 10, 2023	Crowd CountingDensity Estimation	—Unverified
Disentangling Learning Representations with Density Estimation	Feb 8, 2023	Density EstimationDisentanglement	CodeCode Available
Nonparametric Density Estimation under Distribution Drift	Feb 5, 2023	Density Estimation	—Unverified
Robust multi-item auction design using statistical learning: Overcoming uncertainty in bidders' types distributions	Feb 2, 2023	Density Estimation	—Unverified
Designing Data: Proactive Data Collection and Iteration for Machine Learning	Jan 24, 2023	Density EstimationDiversity	—Unverified
Context-specific kernel-based hidden Markov model for time series analysis	Jan 24, 2023	Density EstimationTime Series	CodeCode Available
Flexible conditional density estimation for time series	Jan 23, 2023	Density Estimationregression	—Unverified
Dynamic Sizing of Frequency Control Ancillary Service Requirements for a Philippine Grid	Jan 5, 2023	Density Estimation	—Unverified
Bayesian Weapon System Reliability Modeling with Cox-Weibull Neural Network	Jan 4, 2023	Density Estimation	—Unverified
A Latent Space Correlation-Aware Autoencoder for Anomaly Detection in Skewed Data	Jan 1, 2023	Anomaly DetectionDensity Estimation	—Unverified
Fast and fully-automated histograms for large-scale data sets	Dec 27, 2022	Density EstimationModel Selection	—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
A Mathematical Framework for Learning Probability Distributions	Dec 22, 2022	Density EstimationMemorization	—Unverified
Distribution-aware Goal Prediction and Conformant Model-based Planning for Safe Autonomous Driving	Dec 16, 2022	Autonomous DrivingDensity Estimation	—Unverified
HDNet: A Hierarchically Decoupled Network for Crowd Counting	Dec 12, 2022	Crowd CountingDensity Estimation	—Unverified
Differentially-Private Bayes Consistency	Dec 8, 2022	Binary ClassificationDensity Estimation	—Unverified
CLIP: Train Faster with Less Data	Dec 2, 2022	Density Estimation	—Unverified
Crowd Density Estimation using Imperfect Labels	Dec 2, 2022	Crowd CountingDensity Estimation	—Unverified
Sub-quadratic Algorithms for Kernel Matrices via Kernel Density Estimation	Dec 1, 2022	Density Estimation	—Unverified
High-dimensional density estimation with tensorizing flow	Dec 1, 2022	Density EstimationVocal Bursts Intensity Prediction	—Unverified
Proximal Residual Flows for Bayesian Inverse Problems	Nov 30, 2022	Density Estimation	CodeCode Available
Taming Hyperparameter Tuning in Continuous Normalizing Flows Using the JKO Scheme	Nov 30, 2022	Density Estimation	CodeCode Available
Copula Density Neural Estimation	Nov 25, 2022	Density EstimationMutual Information Estimation	CodeCode Available
CaloMan: Fast generation of calorimeter showers with density estimation on learned manifolds	Nov 23, 2022	Density Estimation	CodeCode Available

Show:10 25 50

← PrevPage 23 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