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 9511000 of 1394 papers

TitleStatusHype
TraDE: Transformers for Density Estimation0
Unpacking Information Bottlenecks: Unifying Information-Theoretic Objectives in Deep Learning0
Gryffin: An algorithm for Bayesian optimization of categorical variables informed by expert knowledge0
Nearest Neighbor Dirichlet MixturesCode0
Multilevel Monte Carlo with Numerical Smoothing for Robust and Efficient Computation of Probabilities and Densities0
Noise Estimation Using Density Estimation for Self-Supervised Multimodal LearningCode0
Optimally adaptive Bayesian spectral density estimation for stationary and nonstationary processes0
NAS-Count: Counting-by-Density with Neural Architecture Search0
Estimating a Null Model of Scientific Image Reuse to Support Research Integrity Investigations0
Kernel interpolation with continuous volume sampling0
Likelihood-free inference of experimental Neutrino Oscillations using Neural Spline Flows0
Gaussian Mixture Reduction with Composite Transportation DivergenceCode0
Schoenberg-Rao distances: Entropy-based and geometry-aware statistical Hilbert distancesCode0
On the Discrepancy between Density Estimation and Sequence Generation0
Universal Value Density Estimation for Imitation Learning and Goal-Conditioned Reinforcement LearningCode0
Average-case Acceleration Through Spectral Density Estimation0
Asymmetric Cell Transmission Model-Based, Ramp-Connected Robust Traffic Density Estimation under Bounded Disturbances0
Cross-modal variational inference for bijective signal-symbol translation0
Stochastic geometry to generalize the Mondrian Process0
Expected Information Maximization: Using the I-Projection for Mixture Density EstimationCode0
DDKSP: A Data-Driven Stochastic Programming Framework for Car-Sharing Relocation Problem0
Unsupervised Distribution Learning for Lunar Surface Anomaly Detection0
Anomaly Detection with Density EstimationCode0
A Nonparametric Off-Policy Policy GradientCode0
Learning Generative Models using Denoising Density EstimatorsCode0
EXPLOITING SEMANTIC COHERENCE TO IMPROVE PREDICTION IN SATELLITE SCENE IMAGE ANALYSIS: APPLICATION TO DISEASE DENSITY ESTIMATION0
Sub-linear Memory Sketches for Near Neighbor Search on Streaming Data with RACE0
FedBoost: A Communication-Efficient Algorithm for Federated Learning0
Acceleration through spectral density estimation0
Projection pursuit based on Gaussian mixtures and evolutionary algorithms0
An improper estimator with optimal excess risk in misspecified density estimation and logistic regression0
Temporal Normalizing FlowsCode0
APRICOT: A Dataset of Physical Adversarial Attacks on Object DetectionCode0
HCNAF: Hyper-Conditioned Neural Autoregressive Flow and its Application for Probabilistic Occupancy Map ForecastingCode0
Learning Mixtures of Linear Regressions in Subexponential Time via Fourier Moments0
Estimation of Auction Models with Shape Restrictions0
3D-GMNet: Single-View 3D Shape Recovery as A Gaussian Mixture0
Feature-aware Adaptation and Density Alignment for Crowd Counting in Video Surveillance0
Sub-linear RACE Sketches for Approximate Kernel Density Estimation on Streaming Data0
On Fenchel Mini-Max LearningCode0
Multivariate Triangular Quantile Maps for Novelty DetectionCode0
Space and Time Efficient Kernel Density Estimation in High DimensionsCode0
Training Multi-Object Detector by Estimating Bounding Box Distribution for Input ImageCode0
Using Depth for Pixel-Wise Detection of Adversarial Attacks in Crowd Counting0
Learning to Optimize Variational Quantum Circuits to Solve Combinatorial ProblemsCode0
Histogram Transform Ensembles for Density Estimation0
Sparse Density Estimation with Measurement Errors0
Selective machine learning of doubly robust functionals0
Efficiently Learning Structured Distributions from Untrusted Batches0
Neural Density Estimation and Likelihood-free Inference0
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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