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 526–550 of 1394 papers

Title	Date	Tasks	Status
Convergence rates of a partition based Bayesian multivariate density estimation method	Dec 1, 2017	Density Estimation	—Unverified
Convergence of the Expectation-Maximization Algorithm Through Discrete-Time Lyapunov Stability Theory	Oct 4, 2018	ClusteringDensity Estimation	—Unverified
Augmented KRnet for density estimation and approximation	May 26, 2021	Density Estimation	—Unverified
Convergence of the Inexact Langevin Algorithm and Score-based Generative Models in KL Divergence	Nov 2, 2022	Density Estimation	—Unverified
Convergence guarantees for a class of non-convex and non-smooth optimization problems	Apr 25, 2018	Density Estimation	—Unverified
Augmentation Scheme for Dealing with Imbalanced Network Traffic Classification Using Deep Learning	Jan 1, 2019	Data AugmentationDensity Estimation	—Unverified
Acceleration through spectral density estimation	Jan 1, 2020	Density Estimationregression	—Unverified
Flow-based Bayesian filtering for high-dimensional nonlinear stochastic dynamical systems	Feb 22, 2025	Density Estimation	—Unverified
Contrastive Topographic Models: Energy-based density models applied to the understanding of sensory coding and cortical topography	Nov 5, 2020	Density Estimation	—Unverified
A Two-Stage Stochastic Programming Model for Car-Sharing Problem using Kernel Density Estimation	Sep 20, 2019	Density Estimation	—Unverified
Contraction of Locally Differentially Private Mechanisms	Oct 24, 2022	Density Estimation	—Unverified
Continuous-Time Flows for Efficient Inference and Density Estimation	Sep 4, 2017	Density Estimation	—Unverified
A Deep and Tractable Density Estimator	Oct 7, 2013	Density EstimationImage Generation	—Unverified
Continuous LWE is as Hard as LWE & Applications to Learning Gaussian Mixtures	Apr 6, 2022	Density Estimation	—Unverified
Attention to Head Locations for Crowd Counting	Jun 27, 2018	Crowd CountingDensity Estimation	—Unverified
Continuous Graph Flow	Aug 7, 2019	Density EstimationGraph Generation	—Unverified
Attentional Neural Fields for Crowd Counting	Oct 1, 2019	Crowd CountingDecoder	—Unverified
A multi-reconstruction study of breast density estimation using Deep Learning	Feb 16, 2022	breast density classificationDensity Estimation	—Unverified
Highly Efficient Self-Adaptive Reward Shaping for Reinforcement Learning	Aug 6, 2024	Continuous ControlDensity Estimation	—Unverified
Flow-based Self-supervised Density Estimation for Anomalous Sound Detection	Mar 16, 2021	Anomaly DetectionDensity Estimation	—Unverified
From CDF to PDF --- A Density Estimation Method for High Dimensional Data	Apr 15, 2018	Density Estimation	—Unverified
Continuous Assortment Optimization with Logit Choice Probabilities under Incomplete Information	Jul 17, 2018	Assortment OptimizationDensity Estimation	—Unverified
Attend To Count: Crowd Counting with Adaptive Capacity Multi-scale CNNs	Aug 7, 2019	Crowd CountingDensity Estimation	—Unverified
Continual Learning with Fully Probabilistic Models	Apr 19, 2021	Boundary Detectionclass-incremental learning	—Unverified
Continual Learning Should Move Beyond Incremental Classification	Feb 17, 2025	ClassificationContinual Learning	—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