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 10511100 of 1394 papers

TitleStatusHype
Effective LHC measurements with matrix elements and machine learning0
Temporal Density Extrapolation using a Dynamic Basis Approach0
Smoothing Structured Decomposable CircuitsCode0
A Generative Adversarial Density Estimator0
Crowd Counting and Density Estimation by Trellis Encoder-Decoder Networks0
Leveraging Heterogeneous Auxiliary Tasks to Assist Crowd Counting0
AlignFlow: Cycle Consistent Learning from Multiple Domains via Normalizing FlowsCode0
Kernel Conditional Density Operators0
A unified construction for series representations and finite approximations of completely random measures0
Bivariate Beta-LSTMCode0
HINT: Hierarchical Invertible Neural Transport for Density Estimation and Bayesian InferenceCode0
Dirac Delta Regression: Conditional Density Estimation with Clinical TrialsCode0
Geometric Estimation of Multivariate Dependency0
Crowd Density Estimation using Novel Feature Descriptor0
Deep Unsupervised Cardinality EstimationCode0
Best-scored Random Forest Density Estimation0
Improving Discrete Latent Representations With Differentiable Approximation Bridges0
Generative Model with Dynamic Linear FlowCode0
Sum-of-Squares Polynomial FlowCode0
Monge-Amp\`ere Flow for Generative Modeling0
Maximum a Posteriori on a Submanifold: a General Image Restoration Method with GAN0
Detecting Adversarial Examples through Nonlinear Dimensionality ReductionCode0
Crop yield probability density forecasting via quantile random forest and Epanechnikov Kernel function0
Supervised Anomaly Detection based on Deep Autoregressive Density Estimators0
Autoregressive Energy MachinesCode0
Block Neural Autoregressive FlowCode0
Modeling a Hidden Dynamical System Using Energy Minimization and Kernel Density Estimates0
Crowd Transformer Network0
Nonparametric Density Estimation for High-Dimensional Data - Algorithms and Applications0
General Probabilistic Surface Optimization and Log Density Estimation0
Multi-Attribute Selectivity Estimation Using Deep Learning0
A RAD approach to deep mixture models0
Optimality of Maximum Likelihood for Log-Concave Density Estimation and Bounded Convex Regression0
Mixture Modeling of Global Shape Priors and Autoencoding Local Intensity Priors for Left Atrium Segmentation0
Neural Empirical Bayes0
Conditional Density Estimation with Neural Networks: Best Practices and BenchmarksCode0
Crowd Counting and Density Estimation by Trellis Encoder-Decoder Network0
Curiosity-Driven Experience Prioritization via Density Estimation0
DEDPUL: Difference-of-Estimated-Densities-based Positive-Unlabeled LearningCode0
Proper-Composite Loss Functions in Arbitrary Dimensions0
Sub-linear Memory Sketches for Near Neighbor Search on Streaming Data0
Calculating CVaR and bPOE for Common Probability Distributions With Application to Portfolio Optimization and Density Estimation0
Unpriortized Autoencoder For Image Generation0
The Optimal Approximation Factor in Density Estimation0
Bayesian Nonparametric Adaptive Spectral Density Estimation for Financial Time Series0
Nonparametric Density Estimation & Convergence Rates for GANs under Besov IPM Losses0
Spectral-Spatial Diffusion Geometry for Hyperspectral Image Clustering0
Total stochastic gradient algorithms and applications in reinforcement learning0
Exchangeable Generative Models with Flow ScansCode0
Meta-Amortized Variational Inference and LearningCode0
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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