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 1176–1200 of 1394 papers

Title	Date	Tasks	Status
High-dimensional and Permutation Invariant Anomaly Detection	Jun 6, 2023	Anomaly DetectionDensity Estimation	CodeCode Available
Reconstruction and Membership Inference Attacks against Generative Models	Jun 7, 2019	Density EstimationInference Attack	CodeCode Available
Neural Likelihoods via Cumulative Distribution Functions	Nov 2, 2018	Density Estimation	CodeCode Available
Conformalized High-Density Quantile Regression via Dynamic Prototypes-based Probability Density Estimation	Nov 2, 2024	Density Estimationquantile regression	CodeCode Available
Rectangular Flows for Manifold Learning	Jun 2, 2021	Density EstimationOut-of-Distribution Detection	CodeCode Available
Hinge-Wasserstein: Estimating Multimodal Aleatoric Uncertainty in Regression Tasks	Jun 1, 2023	Density EstimationDisparity Estimation	CodeCode Available
HINT: Hierarchical Invertible Neural Transport for Density Estimation and Bayesian Inference	May 25, 2019	Bayesian InferenceDensity Estimation	CodeCode Available
Video Anomaly Detection by Estimating Likelihood of Representations	Dec 2, 2020	Action RecognitionAnomaly Detection	CodeCode Available
XNB: Explainable Class-Specific NaIve-Bayes Classifier	Nov 2, 2024	Density EstimationDimensionality Reduction	CodeCode Available
Discretely Indexed Flows	Apr 4, 2022	Density EstimationVariational Inference	CodeCode Available
How is BERT surprised? Layerwise detection of linguistic anomalies	May 16, 2021	Density Estimation	CodeCode Available
Re-examination of the Role of Latent Variables in Sequence Modeling	Feb 4, 2019	Density Estimation	CodeCode Available
Dirac Delta Regression: Conditional Density Estimation with Clinical Trials	May 24, 2019	Causal InferenceDensity Estimation	CodeCode Available
Diffusion Generative Modelling for Divide-and-Conquer MCMC	Jun 17, 2024	Density Estimation	CodeCode Available
Hybrid Energy Based Model in the Feature Space for Out-of-Distribution Detection	May 26, 2023	Density EstimationOut-of-Distribution Detection	CodeCode Available
Conditional Image Generation with PixelCNN Decoders	Jun 16, 2016	Conditional Image GenerationDecoder	CodeCode Available
Differentially Private Post-Processing for Fair Regression	May 7, 2024	Density EstimationFairness	CodeCode Available
NeuroCodeBench: a plain C neural network benchmark for software verification	Sep 7, 2023	Density Estimation	CodeCode Available
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
NeuroPMD: Neural Fields for Density Estimation on Product Manifolds	Jan 6, 2025	Density Estimation	CodeCode Available
Beyond Counting: Comparisons of Density Maps for Crowd Analysis Tasks - Counting, Detection, and Tracking	May 29, 2017	Density Estimationregression	CodeCode Available
Reflectance-Oriented Probabilistic Equalization for Image Enhancement	Sep 14, 2022	Density EstimationImage Enhancement	CodeCode Available
Reframing Audience Expansion through the Lens of Probability Density Estimation	Nov 10, 2023	Binary ClassificationDensity Estimation	CodeCode Available
Noise Estimation Using Density Estimation for Self-Supervised Multimodal Learning	Mar 6, 2020	Density EstimationNoise Estimation	CodeCode Available
Noise Regularization for Conditional Density Estimation	Jul 21, 2019	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