SOTAVerified

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

Showing 13011350 of 1394 papers

TitleStatusHype
MixEst: An Estimation Toolbox for Mixture ModelsCode0
Unsupervised Decision Forest for Data Clustering and Density Estimation0
Fast rates in statistical and online learning0
Statistical Inference using the Morse-Smale ComplexCode0
Manifold Optimization for Gaussian Mixture Models0
Learning Deep Generative Models with Doubly Stochastic MCMC0
Non-parametric Revenue Optimization for Generalized Second Price Auctions0
Sample-Optimal Density Estimation in Nearly-Linear Time0
A Novel Locally Linear KNN Model for Visual Recognition0
UniHIST: A Unified Framework for Image Restoration With Marginal Histogram Constraints0
Normalizing Kernels in the Billera-Holmes-Vogtmann Treespace0
Fast optimization of Multithreshold Entropy Linear Classifier0
Point Localization and Density Estimation from Ordinal kNN graphs using Synchronization0
The Gram-Charlier A Series based Extended Rule-of-Thumb for Bandwidth Selection in Univariate and Multivariate Kernel Density Estimations0
Generalized Categorization Axioms0
Nonparametric Estimation of Band-limited Probability Density Functions0
Active Function Cross-Entropy Clustering0
A Confident Information First Principle for Parametric Reduction and Model Selection of Boltzmann Machines0
Plug-and-play dual-tree algorithm runtime analysis0
Microscopic Advances with Large-Scale Learning: Stochastic Optimization for Cryo-EM0
Approximating Hierarchical MV-sets for Hierarchical Clustering0
Optimal rates for k-NN density and mode estimation0
The Infinite Mixture of Infinite Gaussian MixturesCode0
Sensory Integration and Density Estimation0
Factoring Variations in Natural Images with Deep Gaussian Mixture Models0
Iterative Neural Autoregressive Distribution Estimator NADE-kCode0
Efficient Minimax Strategies for Square Loss Games0
On a Theory of Nonparametric Pairwise Similarity for Clustering: Connecting Clustering to Classification0
Unification of field theory and maximum entropy methods for learning probability densitiesCode0
Robust Kernel Density Estimation by Scaling and Projection in Hilbert Space0
Learning Theory for Distribution RegressionCode0
Edge Detection based on Kernel Density Estimation0
Near-Optimal Density Estimation in Near-Linear Time Using Variable-Width Histograms0
Inference and Mixture Modeling with the Elliptical Gamma Distribution0
Warped Mixtures for Nonparametric Cluster ShapesCode0
Empirical non-parametric estimation of the Fisher InformationCode0
A marginal sampler for σ-Stable Poisson-Kingman mixture models0
Feature Selection For High-Dimensional Clustering0
Iterative Neural Autoregressive Distribution Estimator (NADE-k)Code0
Nonparametric Method for Data-driven Image Captioning0
Conditional Density Estimation with Dimensionality Reduction via Squared-Loss Conditional Entropy Minimization0
Clustering via Mode Seeking by Direct Estimation of the Gradient of a Log-Density0
Density Estimation via Discrepancy Based Adaptive Sequential Partition0
Two-stage Sampled Learning Theory on Distributions0
A Robust Framework for Moving-Object Detection and Vehicular Traffic Density Estimation0
Binary Classifier Calibration: Non-parametric approach0
Robust EM algorithm for model-based curve clustering0
Density Estimation in Infinite Dimensional Exponential FamiliesCode0
A simple example of Dirichlet process mixture inconsistency for the number of components0
Robust Low Rank Kernel Embeddings of Multivariate Distributions0
Show:102550
← PrevPage 27 of 28Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MAFLog-likelihood (nats)3,049Unverified
2DDPMNLL (bits/dim)3.69Unverified
3MRCNFNLL (bits/dim)3.54Unverified
4FFJORDNLL (bits/dim)3.4Unverified
5RNODENLL (bits/dim)3.38Unverified
6Pixel CNNNLL (bits/dim)3.03Unverified
7score SDENLL (bits/dim)2.99Unverified
8Flow matchingNLL (bits/dim)2.99Unverified
9Pixel CNN ++NLL (bits/dim)2.92Unverified
10Image TransformerNLL (bits/dim)2.9Unverified
#ModelMetricClaimedVerifiedStatus
1DVP-VAENLL77.1Unverified
2PaddingFlowMMD-L211Unverified
3FFJORDNLL (bits/dim)0.99Unverified
4RNODENLL (bits/dim)0.97Unverified
5IdentityNLL (bits/dim)0.13Unverified
6MADE MoGLog-likelihood (nats)-1,038.5Unverified
#ModelMetricClaimedVerifiedStatus
1nMDMALog-likelihood1.78Unverified
2DDELog-likelihood0.97Unverified
3B-NAFLog-likelihood0.61Unverified
4FFJORDLog-likelihood0.46Unverified
5MADE MoGLog-likelihood0.4Unverified
6PaddingFlowCD0.14Unverified
#ModelMetricClaimedVerifiedStatus
1TANLog-likelihood159.8Unverified
2FFJORDLog-likelihood157.4Unverified
3B-NAFLog-likelihood157.36Unverified
4MADE MoGLog-likelihood153.71Unverified
5PaddingFlowCD0.5Unverified
#ModelMetricClaimedVerifiedStatus
1GlowNLL (bits/dim)4.09Unverified
2Image TransformerNLL (bits/dim)3.77Unverified
3VDMNLL (bits/dim)3.72Unverified
4i-DODENLL (bits/dim)3.69Unverified
5MuLANNLL (bits/dim)3.67Unverified
#ModelMetricClaimedVerifiedStatus
1B-NAFLog-likelihood12.06Unverified
2DDELog-likelihood9.73Unverified
3FFJORDLog-likelihood8.59Unverified
4MADE MoGLog-likelihood8.47Unverified
5PaddingFlowCD0.89Unverified
#ModelMetricClaimedVerifiedStatus
1PaddingFlowCD13.8Unverified
2DDELog-likelihood-11.3Unverified
3B-NAFLog-likelihood-14.71Unverified
4FFJORDLog-likelihood-14.92Unverified
5MADE MoGLog-likelihood-15.15Unverified
#ModelMetricClaimedVerifiedStatus
1PaddingFlowCD24.5Unverified
2DDELog-likelihood-6.94Unverified
3B-NAFLog-likelihood-8.95Unverified
4FFJORDLog-likelihood-10.43Unverified
5MADE MoGLog-likelihood-12.27Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO98.33Unverified
2B-NAFNegative ELBO94.83Unverified
3DVp-VAENLL89.07Unverified
4PaddingFlowMMD-L220.3Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO104.03Unverified
2B-NAFNegative ELBO94.91Unverified
3PaddingFlowMMD-L217.9Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO4.39Unverified
2B-NAFNegative ELBO4.33Unverified
3PaddingFlowMMD-L20.62Unverified
#ModelMetricClaimedVerifiedStatus
1RNODELog-likelihood1.04Unverified
#ModelMetricClaimedVerifiedStatus
1MAFLog-likelihood5,872Unverified
#ModelMetricClaimedVerifiedStatus
1RNODELog-likelihood3.83Unverified