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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

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Showing 901–950 of 1394 papers

TitleStatusHype
From CDF to PDF --- A Density Estimation Method for High Dimensional Data—0
From Identifiable Causal Representations to Controllable Counterfactual Generation: A Survey on Causal Generative Modeling—0
From optimal score matching to optimal sampling—0
Frustratingly Easy Model Ensemble for Abstractive Summarization—0
Fully-Connected CRFs with Non-Parametric Pairwise Potential—0
Gaussian Process Conditional Density Estimation—0
Gaussian Process Tilted Nonparametric Density Estimation using Fisher Divergence Score Matching—0
GBHT: Gradient Boosting Histogram Transform for Density Estimation—0
Generalized Categorization Axioms—0
Generalized Cauchy-Schwarz Divergence and Its Deep Learning Applications—0
Generalized Joint Probability Density Function Formulation inTurbulent Combustion using DeepONet—0
General Probabilistic Surface Optimization and Log Density Estimation—0
Generative Anomaly Detection for Time Series Datasets—0
Generative Forests—0
Generative Interest Estimation for Document Recommendations—0
Generative Modeling via Tree Tensor Network States—0
Generative Video Compression as Hierarchical Variational Inference—0
Geodesic Distance Estimation with Spherelets—0
Geometric and Physical Constraints for Drone-Based Head Plane Crowd Density Estimation—0
Geometric Estimation of Multivariate Dependency—0
Decomposing Global Bank Network Connectedness: What is Common, Idiosyncratic and When?—0
Goal-Oriented Bayesian Optimal Experimental Design for Nonlinear Models using Markov Chain Monte Carlo—0
Governing equation discovery of a complex system from snapshots—0
Bayesian Nonparametric Dimensionality Reduction of Categorical Data for Predicting Severity of COVID-19 in Pregnant Women—0
Gradient density estimation in arbitrary finite dimensions using the method of stationary phase—0
Gransformer: Transformer-based Graph Generation—0
Graphical Residual Flows—0
Grenander-type Density Estimation under Myerson Regularity—0
Gryffin: An algorithm for Bayesian optimization of categorical variables informed by expert knowledge—0
Handling missing data in model-based clustering—0
Haze Density Estimation via Modeling of Scattering Coefficients of Iso-depth Regions—0
HDNet: A Hierarchically Decoupled Network for Crowd Counting—0
HGAN: Hybrid Generative Adversarial Network—0
Hierarchical correlation reconstruction with missing data, for example for biology-inspired neuron—0
Hierarchical Policy Search via Return-Weighted Density Estimation—0
Hierarchical Visual Categories Modeling: A Joint Representation Learning and Density Estimation Framework for Out-of-Distribution Detection—0
High Dimensional Binary Choice Model with Unknown Heteroskedasticity or Instrumental Variables—0
High-dimensional density estimation with tensorizing flow—0
High-probability minimax lower bounds—0
High-Probability Risk Bounds via Sequential Predictors—0
Histogram Meets Topic Model: Density Estimation by Mixture of Histograms—0
Histogram Transform Ensembles for Density Estimation—0
How Much Data is Enough? A Statistical Approach with Case Study on Longitudinal Driving Behavior—0
Hybrid Generative-Discriminative Models for Inverse Materials Design—0
Hypergraph Attacks via Injecting Homogeneous Nodes into Elite Hyperedges—0
Variational Hyper-Encoding Networks—0
A Fitness-assignment Method for Evolutionary Constrained Multi-objective Optimization—0
Identification of 1H-NMR Spectra of Xyloglucan Oligosaccharides: A Comparative Study of Artificial Neural Networks and Bayesian Classification Using Nonparametric Density Estimation—0
Identifying High Accuracy Regions in Traffic Camera Images to Enhance the Estimation of Road Traffic Metrics: A Quadtree-Based Method—0
Image Transformer—0
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All datasetsCIFAR-10MNISTUCI POWERBSDS300ImageNet 32x32UCI GASUCI HEPMASSUCI MINIBOONEOMNIGLOTCaltech-101FreyfacesCelebA-HQ 256x256

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MAFLog-likelihood (nats)3,049—Unverified
2DDPMNLL (bits/dim)3.69—Unverified
3MRCNFNLL (bits/dim)3.54—Unverified
4FFJORDNLL (bits/dim)3.4—Unverified
5RNODENLL (bits/dim)3.38—Unverified
6Pixel CNNNLL (bits/dim)3.03—Unverified
7score SDENLL (bits/dim)2.99—Unverified
8Flow matchingNLL (bits/dim)2.99—Unverified
9Pixel CNN ++NLL (bits/dim)2.92—Unverified
10Image TransformerNLL (bits/dim)2.9—Unverified
#ModelMetricClaimedVerifiedStatus
1DVP-VAENLL77.1—Unverified
2PaddingFlowMMD-L211—Unverified
3FFJORDNLL (bits/dim)0.99—Unverified
4RNODENLL (bits/dim)0.97—Unverified
5IdentityNLL (bits/dim)0.13—Unverified
6MADE MoGLog-likelihood (nats)-1,038.5—Unverified
#ModelMetricClaimedVerifiedStatus
1nMDMALog-likelihood1.78—Unverified
2DDELog-likelihood0.97—Unverified
3B-NAFLog-likelihood0.61—Unverified
4FFJORDLog-likelihood0.46—Unverified
5MADE MoGLog-likelihood0.4—Unverified
6PaddingFlowCD0.14—Unverified
#ModelMetricClaimedVerifiedStatus
1TANLog-likelihood159.8—Unverified
2FFJORDLog-likelihood157.4—Unverified
3B-NAFLog-likelihood157.36—Unverified
4MADE MoGLog-likelihood153.71—Unverified
5PaddingFlowCD0.5—Unverified
#ModelMetricClaimedVerifiedStatus
1GlowNLL (bits/dim)4.09—Unverified
2Image TransformerNLL (bits/dim)3.77—Unverified
3VDMNLL (bits/dim)3.72—Unverified
4i-DODENLL (bits/dim)3.69—Unverified
5MuLANNLL (bits/dim)3.67—Unverified
#ModelMetricClaimedVerifiedStatus
1B-NAFLog-likelihood12.06—Unverified
2DDELog-likelihood9.73—Unverified
3FFJORDLog-likelihood8.59—Unverified
4MADE MoGLog-likelihood8.47—Unverified
5PaddingFlowCD0.89—Unverified
#ModelMetricClaimedVerifiedStatus
1PaddingFlowCD13.8—Unverified
2DDELog-likelihood-11.3—Unverified
3B-NAFLog-likelihood-14.71—Unverified
4FFJORDLog-likelihood-14.92—Unverified
5MADE MoGLog-likelihood-15.15—Unverified
#ModelMetricClaimedVerifiedStatus
1PaddingFlowCD24.5—Unverified
2DDELog-likelihood-6.94—Unverified
3B-NAFLog-likelihood-8.95—Unverified
4FFJORDLog-likelihood-10.43—Unverified
5MADE MoGLog-likelihood-12.27—Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO98.33—Unverified
2B-NAFNegative ELBO94.83—Unverified
3DVp-VAENLL89.07—Unverified
4PaddingFlowMMD-L220.3—Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO104.03—Unverified
2B-NAFNegative ELBO94.91—Unverified
3PaddingFlowMMD-L217.9—Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO4.39—Unverified
2B-NAFNegative ELBO4.33—Unverified
3PaddingFlowMMD-L20.62—Unverified
#ModelMetricClaimedVerifiedStatus
1RNODELog-likelihood1.04—Unverified
#ModelMetricClaimedVerifiedStatus
1MAFLog-likelihood5,872—Unverified
#ModelMetricClaimedVerifiedStatus
1RNODELog-likelihood3.83—Unverified