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 276–300 of 1394 papers

Title	Date	Tasks	Status
Statistical Modeling of Univariate Multimodal Data	Dec 20, 2024	Density Estimation	—Unverified
A Unifying Information-theoretic Perspective on Evaluating Generative Models	Dec 18, 2024	Density EstimationDiversity	—Unverified
A partial likelihood approach to tree-based density modeling and its application in Bayesian inference	Dec 16, 2024	Bayesian InferenceComputational Efficiency	—Unverified
Non-Normal Diffusion Models	Dec 10, 2024	Density Estimation	—Unverified
Score Change of Variables	Dec 10, 2024	Density EstimationLEMMA	—Unverified
VQ4ALL: Efficient Neural Network Representation via a Universal Codebook	Dec 9, 2024	Density EstimationEfficient Neural Network	—Unverified
MIMO Detection under Hardware Impairments: Data Augmentation With Boosting	Dec 8, 2024	Data AugmentationDensity Estimation	—Unverified
Tabular data generation with tensor contraction layers and transformers	Dec 6, 2024	Density EstimationTabular Data Generation	CodeCode Available
Vision Transformers for Weakly-Supervised Microorganism Enumeration	Dec 3, 2024	Density EstimationInstance Segmentation	CodeCode Available
Hierarchical VAE with a Diffusion-based VampPrior	Dec 2, 2024	Density EstimationImage Generation	CodeCode Available
Uncovering Process Noise in LTV Systems via Kernel Deconvolution	Dec 2, 2024	Density Estimation	CodeCode Available
Spatiotemporal Density Correction of Multivariate Global Climate Model Projections using Deep Learning	Nov 27, 2024	Density Estimationquantile regression	—Unverified
Implicit High-Order Moment Tensor Estimation and Learning Latent Variable Models	Nov 23, 2024	Density EstimationPAC learning	—Unverified
Summarizing Bayesian Nonparametric Mixture Posterior -- Sliced Optimal Transport Metrics for Gaussian Mixtures	Nov 22, 2024	Density Estimationvalid	CodeCode Available
Dimension-independent rates for structured neural density estimation	Nov 22, 2024	Density Estimation	—Unverified
Adaptable Embeddings Network (AEN)	Nov 21, 2024	ClassificationDensity Estimation	—Unverified
Eliminating Ratio Bias for Gradient-based Simulated Parameter Estimation	Nov 20, 2024	Density Estimationparameter estimation	—Unverified
Unsupervised Parameter-free Outlier Detection using HDBSCAN* Outlier Profiles	Nov 13, 2024	Density EstimationOutlier Detection	—Unverified
Expected Information Gain Estimation via Density Approximations: Sample Allocation and Dimension Reduction	Nov 13, 2024	Density EstimationDimensionality Reduction	—Unverified
Your copula is a classifier in disguise: classification-based copula density estimation	Nov 5, 2024	Density EstimationDensity Ratio Estimation	CodeCode Available
You are out of context!	Nov 4, 2024	Computational EfficiencyDensity Estimation	—Unverified
XNB: Explainable Class-Specific NaIve-Bayes Classifier	Nov 2, 2024	Density EstimationDimensionality Reduction	CodeCode Available
Conformalized High-Density Quantile Regression via Dynamic Prototypes-based Probability Density Estimation	Nov 2, 2024	Density Estimationquantile regression	CodeCode Available
Minibatch Optimal Transport and Perplexity Bound Estimation in Discrete Flow Matching	Nov 1, 2024	Density Estimation	—Unverified
Statistical-Computational Trade-offs for Density Estimation	Oct 30, 2024	Density Estimation	—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