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

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Showing 601–650 of 1394 papers

TitleStatusHype
Feature-aware Adaptation and Density Alignment for Crowd Counting in Video Surveillance—0
A unified construction for series representations and finite approximations of completely random measures—0
Amortized Inference Regularization—0
Fast rates in statistical and online learning—0
Gaussian Process Tilted Nonparametric Density Estimation using Fisher Divergence Score Matching—0
GBHT: Gradient Boosting Histogram Transform for Density Estimation—0
A System of ODEs for Representing Trends of CGM Signals—0
Generalized Categorization Axioms—0
Generalized Cauchy-Schwarz Divergence and Its Deep Learning Applications—0
A Unified MDL-based Binning and Tensor Factorization Framework for PDF Estimation—0
Generalized Joint Probability Density Function Formulation inTurbulent Combustion using DeepONet—0
General Probabilistic Surface Optimization and Log Density Estimation—0
Variational Hyper-Encoding Networks—0
Generative Anomaly Detection for Time Series Datasets—0
A Fitness-assignment Method for Evolutionary Constrained Multi-objective Optimization—0
Generative Forests—0
Generative Interest Estimation for Document Recommendations—0
Generative Modeling via Tree Tensor Network States—0
Identification of 1H-NMR Spectra of Xyloglucan Oligosaccharides: A Comparative Study of Artificial Neural Networks and Bayesian Classification Using Nonparametric Density Estimation—0
AUTM Flow: Atomic Unrestricted Time Machine for Monotonic Normalizing Flows—0
Generative Video Compression as Hierarchical Variational Inference—0
Geodesic Distance Estimation with Spherelets—0
Identifying High Accuracy Regions in Traffic Camera Images to Enhance the Estimation of Road Traffic Metrics: A Quadtree-Based Method—0
Geometric Estimation of Multivariate Dependency—0
Fast optimization of Multithreshold Entropy Linear Classifier—0
Fast On-Line Kernel Density Estimation for Active Object Localization—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
Content-aware Density Map for Crowd Counting and Density Estimation—0
Constrained Sampling from a Kernel Density Estimator to Generate Scenarios for the Assessment of Automated Vehicles—0
Fast Multi-Class Probabilistic Classifier by Sparse Non-parametric Density Estimation—0
Gransformer: Transformer-based Graph Generation—0
Add and Thin: Diffusion for Temporal Point Processes—0
Constrained Online Decision-Making: A Unified Framework—0
Consistent Kernel Density Estimation with Non-Vanishing Bandwidth—0
Graphical Residual Flows—0
Cross-modal variational inference for bijective signal-symbol translation—0
Temporal Density Extrapolation using a Dynamic Basis Approach—0
Hybrid Generative-Discriminative Models for Inverse Materials Design—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
Crowd Density Estimation using Imperfect Labels—0
HDNet: A Hierarchically Decoupled Network for Crowd Counting—0
Hypergraph Attacks via Injecting Homogeneous Nodes into Elite Hyperedges—0
HGAN: Hybrid Generative Adversarial Network—0
Faster Training of Diffusion Models and Improved Density Estimation via Parallel Score Matching—0
Faster Spectral Density Estimation and Sparsification in the Nuclear Norm—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