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 201250 of 1394 papers

TitleStatusHype
Adaptive Fusion Affinity Graph with Noise-free Online Low-rank Representation for Natural Image SegmentationCode0
HCNAF: Hyper-Conditioned Neural Autoregressive Flow and its Application for Probabilistic Occupancy Map ForecastingCode0
Generalized Distribution Prediction for Asset ReturnsCode0
Generative Model with Dynamic Linear FlowCode0
Gaussian map predictions for 3D surface feature localisation and countingCode0
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
Generalizable Pose Estimation Using Implicit Scene RepresentationsCode0
Posterior Matching for Arbitrary ConditioningCode0
Fully probabilistic quasar continua predictions near Lyman-α with conditional neural spline flowsCode0
A generative flow for conditional sampling via optimal transportCode0
ByPE-VAE: Bayesian Pseudocoresets Exemplar VAECode0
Flows on convex polytopesCode0
Flow++: Improving Flow-Based Generative Models with Variational Dequantization and Architecture DesignCode0
Flowification: Everything is a Normalizing FlowCode0
Gaussian Gated Linear NetworksCode0
Fast Private Kernel Density Estimation via Locality Sensitive QuantizationCode0
Fast Kernel Density Estimation with Density Matrices and Random Fourier FeaturesCode0
CaloMan: Fast generation of calorimeter showers with density estimation on learned manifoldsCode0
Fast Nonparametric Conditional Density EstimationCode0
Sparse Density Trees and Lists: An Interpretable Alternative to High-Dimensional HistogramsCode0
Flexible Tails for Normalizing FlowsCode0
Fast ε-free Inference of Simulation Models with Bayesian Conditional Density EstimationCode0
A Nonparametric Off-Policy Policy GradientCode0
Fast ε-free Inference of Simulation Models with Bayesian Conditional Density EstimationCode0
Bottleneck Conditional Density EstimationCode0
Approaches Toward Physical and General Video Anomaly DetectionCode0
Fast Dynamic Routing Based on Weighted Kernel Density EstimationCode0
FloMo: Tractable Motion Prediction with Normalizing FlowsCode0
Boosted Generative ModelsCode0
Exploring the Training Robustness of Distributional Reinforcement Learning against Noisy State ObservationsCode0
Exponential Family Model-Based Reinforcement Learning via Score MatchingCode0
Bone mineral density estimation from a plain X-ray image by learning decomposition into projections of bone-segmented computed tomographyCode0
ABC-CDE: Towards Approximate Bayesian Computation with Complex High-Dimensional Data and Limited SimulationsCode0
Hierarchical clustering with maximum density paths and mixture modelsCode0
Data Augmentation through Expert-guided Symmetry Detection to Improve Performance in Offline Reinforcement LearningCode0
Hierarchical VAE with a Diffusion-based VampPriorCode0
Arbitrary Conditional Distributions with EnergyCode0
CNN-based Cascaded Multi-task Learning of High-level Prior and Density Estimation for Crowd CountingCode0
Extremely Randomized CNets for Multi-label ClassificationCode0
BMD-GAN: Bone mineral density estimation using x-ray image decomposition into projections of bone-segmented quantitative computed tomography using hierarchical learningCode0
Block Neural Autoregressive FlowCode0
Anomaly Detection with Variance Stabilized Density EstimationCode0
Smoothing Structured Decomposable CircuitsCode0
Anomaly Detection with Density EstimationCode0
Expected Information Maximization: Using the I-Projection for Mixture Density EstimationCode0
FlowCon: Out-of-Distribution Detection using Flow-Based Contrastive LearningCode0
Anomaly Detection Using Normalizing Flow-Based Density Estimation and Synthetic Defect ClassificationCode0
Bivariate Beta-LSTMCode0
Estimating Feature-Label Dependence Using Gini Distance StatisticsCode0
Binned semiparametric Bayesian networksCode0
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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