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 1276–1300 of 1394 papers

Title	Date	Tasks	Status
Stochastic Bayesian Optimization with Unknown Continuous Context Distribution via Kernel Density Estimation	Dec 16, 2023	Bayesian OptimizationDensity Estimation	CodeCode Available
Physics-Guided Discovery of Highly Nonlinear Parametric Partial Differential Equations	Jun 2, 2021	Density EstimationModel Optimization	CodeCode Available
Universal Value Density Estimation for Imitation Learning and Goal-Conditioned Reinforcement Learning	Feb 15, 2020	Density EstimationImitation Learning	CodeCode Available
Deep Learning for Music	Jun 15, 2016	Deep LearningDensity Estimation	CodeCode Available
Laplace approximation for logistic Gaussian process density estimation and regression	Nov 1, 2012	Bayesian InferenceDensity Estimation	CodeCode Available
Robust Kernel Density Estimation with Median-of-Means principle	Jun 30, 2020	Density Estimation	CodeCode Available
Robust Local Polynomial Regression with Similarity Kernels	Jan 18, 2025	Density Estimationregression	CodeCode Available
A Good Score Does not Lead to A Good Generative Model	Jan 10, 2024	Density EstimationMemorization	CodeCode Available
Deep Density Destructors	Jul 1, 2018	Density Estimation	CodeCode Available
An Alternative to EM for Gaussian Mixture Models: Batch and Stochastic Riemannian Optimization	Jun 10, 2017	Density Estimationparameter estimation	CodeCode Available
LEAN-DMKDE: Quantum Latent Density Estimation for Anomaly Detection	Nov 15, 2022	Anomaly DetectionDensity Estimation	CodeCode Available
On Memorization in Probabilistic Deep Generative Models	Jun 6, 2021	Density EstimationMemorization	CodeCode Available
On Memorization in Probabilistic Deep Generative Models	Dec 1, 2021	Density EstimationMemorization	CodeCode Available
Towards universal neural nets: Gibbs machines and ACE	Aug 26, 2015	Density EstimationGeneral Classification	CodeCode Available
Learning and Generalization in Overparameterized Normalizing Flows	Jun 19, 2021	Density Estimation	CodeCode Available
Causal Discovery with Flow-based Conditional Density Estimation	Dec 5, 2021	Causal DiscoveryDensity Estimation	CodeCode Available
On statistic alignment for domain adaptation in structural health monitoring	May 24, 2022	Density EstimationDomain Adaptation	CodeCode Available
Towards Zero and Few-shot Knowledge-seeking Turn Detection in Task-orientated Dialogue Systems	Sep 18, 2021	Density EstimationRepresentation Learning	CodeCode Available
Comparative Study of Coupling and Autoregressive Flows through Robust Statistical Tests	Feb 23, 2023	Density EstimationGPU	CodeCode Available
Accelerating Continuous Normalizing Flow with Trajectory Polynomial Regularization	Dec 8, 2020	Density EstimationVariational Inference	CodeCode Available
Deep conditional distribution learning via conditional Föllmer flow	Feb 2, 2024	Density Estimation	CodeCode Available
On the estimation of spatial density from mobile network operator data	Sep 10, 2020	Density Estimation	CodeCode Available
Tractable Density Estimation on Learned Manifolds with Conformal Embedding Flows	Jun 9, 2021	Density Estimation	CodeCode Available
Robust Simulation-Based Inference in Cosmology with Bayesian Neural Networks	Jul 18, 2022	Density Estimation	CodeCode Available
Strudel: Learning Structured-Decomposable Probabilistic Circuits	Jul 18, 2020	Density Estimation	CodeCode Available

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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