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 851900 of 1394 papers

TitleStatusHype
Deconvoluting Kernel Density Estimation and Regression for Locally Differentially Private Data0
Low-rank Characteristic Tensor Density Estimation Part I: Foundations0
A Discriminative Technique for Multiple-Source Adaptation0
Blindness of score-based methods to isolated components and mixing proportions0
Detecting and repairing arbitrage in traded option pricesCode1
Nonparametric Conditional Density Estimation In A Deep Learning Framework For Short-Term Forecasting0
Lie PCA: Density estimation for symmetric manifolds0
COVID-19 mortality analysis from soft-data multivariate curve regression and machine learning0
Complete parameter inference for GW150914 using deep learningCode1
Parametric Copula-GP model for analyzing multidimensional neuronal and behavioral relationships0
A Comparative study of Artificial Neural Networks Using Reinforcement learning and Multidimensional Bayesian Classification Using Parzen Density Estimation for Identification of GC-EIMS Spectra of Partially Methylated Alditol Acetates0
Identification of 1H-NMR Spectra of Xyloglucan Oligosaccharides: A Comparative Study of Artificial Neural Networks and Bayesian Classification Using Nonparametric Density Estimation0
Kernel Methods and their derivatives: Concept and perspectives for the Earth system sciencesCode1
Solving Linear Inverse Problems Using the Prior Implicit in a DenoiserCode1
Learning the Solution Manifold in Optimization and Its Application in Motion Planning0
Interpretable Fault Detection using Projections of Mutual Information MatrixCode0
Interactive Inference under Information Constraints0
Generative Flows with Matrix ExponentialCode1
Strudel: Learning Structured-Decomposable Probabilistic CircuitsCode0
Estimation of time-varying kernel densities and chronology of the impact of COVID-19 on financial markets0
Optimal Coreset for Gaussian Kernel Density Estimation0
Strong Uniform Consistency with Rates for Kernel Density Estimators with General Kernels on Manifolds0
Active Crowd Counting with Limited Supervision0
Variable Skipping for Autoregressive Range Density EstimationCode0
Variational Inference with Continuously-Indexed Normalizing FlowsCode0
Learning Differential Equations that are Easy to SolveCode1
Non-parametric Models for Non-negative FunctionsCode0
Statistical post-processing of wind speed forecasts using convolutional neural networks0
Efficient computation and analysis of distributional Shapley values0
Sliced Iterative Normalizing FlowsCode1
Robust Kernel Density Estimation with Median-of-Means principleCode0
VAE-KRnet and its applications to variational Bayes0
Kernel Density Estimation based Factored Relevance Model for Multi-Contextual Point-of-Interest Recommendation0
Maximum Multiscale Entropy and Neural Network Regularization0
Laplacian Mixture Model Point Based Registration0
Locally Masked Convolution for Autoregressive ModelsCode1
Transporting Robotic Swarms via Mean-Field Feedback Control0
Denoising Diffusion Probabilistic ModelsCode2
Neural Manifold Ordinary Differential EquationsCode1
Task-agnostic Out-of-Distribution Detection Using Kernel Density EstimationCode0
An Empirical Comparison of GANs and Normalizing Flows for Density EstimationCode1
Density Deconvolution with Normalizing FlowsCode1
A One-Pass Private Sketch for Most Machine Learning Tasks0
Dissimilarity Mixture Autoencoder for Deep ClusteringCode1
Estimation of Skill Distributions0
NanoFlow: Scalable Normalizing Flows with Sublinear Parameter ComplexityCode1
Gaussian Gated Linear NetworksCode0
AR-DAE: Towards Unbiased Neural Entropy Gradient EstimationCode1
High-Dimensional Non-Parametric Density Estimation in Mixed Smooth Sobolev Spaces0
Handling missing data in model-based clustering0
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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