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 476–500 of 1394 papers

Title	Date	Tasks	Status
NeuroCodeBench: a plain C neural network benchmark for software verification	Sep 7, 2023	Density Estimation	CodeCode Available
Distribution learning via neural differential equations: a nonparametric statistical perspective	Sep 3, 2023	Density Estimation	—Unverified
Tropical Geometric Tools for Machine Learning: the TML package	Sep 3, 2023	Density Estimation	CodeCode Available
Affine-Transformation-Invariant Image Classification by Differentiable Arithmetic Distribution Module	Sep 1, 2023	Density Estimationimage-classification	—Unverified
Self-Supervision for Tackling Unsupervised Anomaly Detection: Pitfalls and Opportunities	Aug 28, 2023	Anomaly DetectionData Augmentation	—Unverified
Arbitrary Distributions Mapping via SyMOT-Flow: A Flow-based Approach Integrating Maximum Mean Discrepancy and Optimal Transport	Aug 26, 2023	Density EstimationDomain Adaptation	—Unverified
Out-of-distribution detection using normalizing flows on the data manifold	Aug 26, 2023	Density EstimationOut-of-Distribution Detection	—Unverified
Towards Automated Animal Density Estimation with Acoustic Spatial Capture-Recapture	Aug 24, 2023	Density EstimationSurvey	—Unverified
Bayesian Exploration Networks	Aug 24, 2023	Decision MakingDecision Making Under Uncertainty	—Unverified
Conditional Kernel Imitation Learning for Continuous State Environments	Aug 24, 2023	Density EstimationImitation Learning	—Unverified
Cell Spatial Analysis in Crohn's Disease: Unveiling Local Cell Arrangement Pattern with Graph-based Signatures	Aug 20, 2023	Density Estimation	CodeCode Available
High-Probability Risk Bounds via Sequential Predictors	Aug 15, 2023	Density Estimationregression	—Unverified
Learning Distributions via Monte-Carlo Marginalization	Aug 11, 2023	DecoderDensity Estimation	—Unverified
Generative Forests	Aug 7, 2023	Density EstimationImputation	—Unverified
Statistical Estimation Under Distribution Shift: Wasserstein Perturbations and Minimax Theory	Aug 3, 2023	Density Estimationregression	CodeCode Available
Adaptive learning of density ratios in RKHS	Jul 30, 2023	Density EstimationDensity Ratio Estimation	—Unverified
Continual Learning in Predictive Autoscaling	Jul 29, 2023	Continual LearningDensity Estimation	—Unverified
MVMR-FS : Non-parametric feature selection algorithm based on Maximum inter-class Variation and Minimum Redundancy	Jul 27, 2023	Density Estimationfeature selection	—Unverified
Kernelised Normalising Flows	Jul 27, 2023	Density EstimationNormalising Flows	—Unverified
LieDetect: Detection of representation orbits of compact Lie groups from point clouds	Jul 26, 2023	Density Estimation	—Unverified
Sobolev Space Regularised Pre Density Models	Jul 25, 2023	Anomaly DetectionDensity Estimation	—Unverified
TabADM: Unsupervised Tabular Anomaly Detection with Diffusion Models	Jul 23, 2023	Anomaly DetectionDensity Estimation	—Unverified
Bone mineral density estimation from a plain X-ray image by learning decomposition into projections of bone-segmented computed tomography	Jul 21, 2023	Density EstimationDiagnostic	CodeCode Available
SMURF: Spatial Multi-Representation Fusion for 3D Object Detection with 4D Imaging Radar	Jul 20, 2023	3D Object DetectionDensity Estimation	—Unverified
A generative flow for conditional sampling via optimal transport	Jul 9, 2023	Bayesian InferenceDensity 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