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 376–400 of 1394 papers

Title	Date	Tasks	Status	Hype
Anomaly Detection with Variance Stabilized Density Estimation	Jun 1, 2023	Anomaly DetectionDensity Estimation	CodeCode Available	0
Balanced Training of Energy-Based Models with Adaptive Flow Sampling	Jun 1, 2023	Density EstimationVariational Inference	—Unverified	0
One-Line-of-Code Data Mollification Improves Optimization of Likelihood-based Generative Models	May 30, 2023	Density Estimation	CodeCode Available	0
A Fitness-assignment Method for Evolutionary Constrained Multi-objective Optimization	May 30, 2023	Density EstimationEvolutionary Algorithms	—Unverified	0
Generalizable Pose Estimation Using Implicit Scene Representations	May 26, 2023	Density EstimationObject	CodeCode Available	0
Kernel Density Matrices for Probabilistic Deep Learning	May 26, 2023	Deep LearningDensity Estimation	CodeCode Available	0
Hybrid Energy Based Model in the Feature Space for Out-of-Distribution Detection	May 26, 2023	Density EstimationOut-of-Distribution Detection	CodeCode Available	0
Counterfactual Generative Models for Time-Varying Treatments	May 25, 2023	counterfactualDecision Making	CodeCode Available	0
Improving Heterogeneous Model Reuse by Density Estimation	May 23, 2023	Density Estimationmodel	CodeCode Available	0
A Model Stealing Attack Against Multi-Exit Networks	May 23, 2023	Computational EfficiencyDensity Estimation	—Unverified	0
Complexity measure, kernel density estimation, bandwidth selection, and the efficient market hypothesis	May 22, 2023	Density Estimation	—Unverified	0
Evidence Networks: simple losses for fast, amortized, neural Bayesian model comparison	May 18, 2023	Density Estimation	CodeCode Available	0
Bounded KRnet and its applications to density estimation and approximation	May 15, 2023	Density Estimation	—Unverified	0
Grenander-type Density Estimation under Myerson Regularity	May 15, 2023	Density Estimation	—Unverified	0
MEGABYTE: Predicting Million-byte Sequences with Multiscale Transformers	May 12, 2023	DecoderDensity Estimation	—Unverified	0
Unsupervised Domain Adaptation for Medical Image Segmentation via Feature-space Density Matching	May 9, 2023	Density EstimationDomain Adaptation	—Unverified	0
DEnsity: Open-domain Dialogue Evaluation Metric using Density Estimation	May 8, 2023	Contrastive LearningDensity Estimation	CodeCode Available	1
Improved Techniques for Maximum Likelihood Estimation for Diffusion ODEs	May 6, 2023	Density EstimationImage Generation	CodeCode Available	1
Sequence Modeling with Multiresolution Convolutional Memory	May 2, 2023	Density EstimationListOps	CodeCode Available	1
Unlocking the Power of Representations in Long-term Novelty-based Exploration	May 2, 2023	Atari GamesClustering	—Unverified	0
A Coupled Flow Approach to Imitation Learning	Apr 29, 2023	Density EstimationImitation Learning	CodeCode Available	1
Deep Learning assisted microwave-plasma interaction based technique for plasma density estimation	Apr 28, 2023	Density EstimationSSIM	—Unverified	0
Positive definite nonparametric regression using an evolutionary algorithm with application to covariance function estimation	Apr 25, 2023	Density Estimationregression	CodeCode Available	0
Persistently Trained, Diffusion-assisted Energy-based Models	Apr 21, 2023	Density EstimationImage Generation	CodeCode Available	0
Probabilistic Forecast-based Portfolio Optimization of Electricity Demand at Low Aggregation Levels	Apr 18, 2023	Computational EfficiencyDensity Estimation	—Unverified	0

Show:10 25 50

← PrevPage 16 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