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 301–325 of 1394 papers

Title	Date	Tasks	Status	Hype
Resilient Multiple Choice Learning: A learned scoring scheme with application to audio scene analysis	Nov 2, 2023	Density EstimationDiversity	CodeCode Available	1
Add and Thin: Diffusion for Temporal Point Processes	Nov 2, 2023	DenoisingDensity Estimation	—Unverified	0
Density Estimation for Entry Guidance Problems using Deep Learning	Oct 30, 2023	Deep LearningDensity Estimation	—Unverified	0
Efficient Neural Network Approaches for Conditional Optimal Transport with Applications in Bayesian Inference	Oct 25, 2023	Bayesian InferenceComputational Efficiency	CodeCode Available	0
Free-form Flows: Make Any Architecture a Normalizing Flow	Oct 25, 2023	Density EstimationForm	CodeCode Available	1
MixerFlow: MLP-Mixer meets Normalising Flows	Oct 25, 2023	Density EstimationKolmogorov-Arnold Networks	—Unverified	0
A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts	Oct 22, 2023	Density EstimationMixture-of-Experts	—Unverified	0
MFCC-GAN Codec: A New AI-based Audio Coding	Oct 22, 2023	DecoderDensity Estimation	—Unverified	0
Diffusion-Model-Assisted Supervised Learning of Generative Models for Density Estimation	Oct 22, 2023	Density Estimation	—Unverified	0
Conformal Drug Property Prediction with Density Estimation under Covariate Shift	Oct 18, 2023	Conformal PredictionDensity Estimation	—Unverified	0
From Identifiable Causal Representations to Controllable Counterfactual Generation: A Survey on Causal Generative Modeling	Oct 17, 2023	counterfactualDensity Estimation	—Unverified	0
Probabilistic Classification by Density Estimation Using Gaussian Mixture Model and Masked Autoregressive Flow	Oct 16, 2023	ClassificationDensity Estimation	CodeCode Available	0
ARTree: A Deep Autoregressive Model for Phylogenetic Inference	Oct 14, 2023	Density Estimationmodel	CodeCode Available	0
Investigating the Adversarial Robustness of Density Estimation Using the Probability Flow ODE	Oct 10, 2023	Adversarial RobustnessDensity Estimation	—Unverified	0
AnoDODE: Anomaly Detection with Diffusion ODE	Oct 10, 2023	Anomaly DetectionAnomaly Localization	—Unverified	0
Of heading, posture and body rotations derived from data acquired by animal-borne accelerometers, magnetometers and gyrometers, kernel density estimation of the corresponding spherical distributions, and fine-scale movement reconstruction	Oct 9, 2023	Density Estimation	—Unverified	0
Stable Training of Probabilistic Models Using the Leave-One-Out Maximum Log-Likelihood Objective	Oct 5, 2023	Density EstimationSynthetic Data Generation	CodeCode Available	0
Learning A Disentangling Representation For PU Learning	Oct 5, 2023	ClusteringDensity Estimation	—Unverified	0
Stochastic force inference via density estimation	Oct 3, 2023	Density Estimation	—Unverified	0
Beyond the Benchmark: Detecting Diverse Anomalies in Videos	Oct 3, 2023	Action RecognitionAnomaly Detection	CodeCode Available	0
Light Schrödinger Bridge	Oct 2, 2023	CPUDensity Estimation	CodeCode Available	1
Improved Variational Bayesian Phylogenetic Inference using Mixtures	Oct 2, 2023	Density EstimationVariational Inference	CodeCode Available	0
It HAS to be Subjective: Human Annotator Simulation via Zero-shot Density Estimation	Sep 30, 2023	Density EstimationMeta-Learning	CodeCode Available	0
Density Estimation via Measure Transport: Outlook for Applications in the Biological Sciences	Sep 27, 2023	Density Estimation	—Unverified	0
Statistical Perspective of Top-K Sparse Softmax Gating Mixture of Experts	Sep 25, 2023	Density EstimationMixture-of-Experts	—Unverified	0

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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