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 13511394 of 1394 papers

TitleStatusHype
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
ARTree: A Deep Autoregressive Model for Phylogenetic InferenceCode0
ByPE-VAE: Bayesian Pseudocoresets Exemplar VAECode0
PHOENICS: A universal deep Bayesian optimizerCode0
Physics Informed Convex Artificial Neural Networks (PICANNs) for Optimal Transport based Density EstimationCode0
Data-driven deep density estimationCode0
Bottleneck Conditional Density EstimationCode0
Crowd Counting via Adversarial Cross-Scale Consistency PursuitCode0
Boosted Generative ModelsCode0
Count What You Want: Exemplar Identification and Few-shot Counting of Human Actions in the WildCode0
Bone mineral density estimation from a plain X-ray image by learning decomposition into projections of bone-segmented computed tomographyCode0
A generative flow for conditional sampling via optimal transportCode0
TabPFN: One Model to Rule Them All?Code0
Score Matching for Truncated Density Estimation on a ManifoldCode0
PointConv: Deep Convolutional Networks on 3D Point CloudsCode0
BMD-GAN: Bone mineral density estimation using x-ray image decomposition into projections of bone-segmented quantitative computed tomography using hierarchical learningCode0
Arbitrary Conditional Distributions with EnergyCode0
Block Neural Autoregressive FlowCode0
Mean-field underdamped Langevin dynamics and its spacetime discretizationCode0
Tabular data generation with tensor contraction layers and transformersCode0
Bivariate Beta-LSTMCode0
Positive definite nonparametric regression using an evolutionary algorithm with application to covariance function estimationCode0
Deep Unsupervised Cardinality EstimationCode0
MEMO-QCD: Quantum Density Estimation through Memetic Optimisation for Quantum Circuit DesignCode0
APRICOT: A Dataset of Physical Adversarial Attacks on Object DetectionCode0
Unsupervised tree boosting for learning probability distributionsCode0
Meta-Amortized Variational Inference and LearningCode0
Wasserstein Generative Learning of Conditional DistributionCode0
Meta Reinforcement Learning with Finite Training Tasks -- a Density Estimation ApproachCode0
Approximate Stein Classes for Truncated Density EstimationCode0
Counterfactual Generative Models for Time-Varying TreatmentsCode0
Taming Hyperparameter Tuning in Continuous Normalizing Flows Using the JKO SchemeCode0
ADVISE: ADaptive Feature Relevance and VISual Explanations for Convolutional Neural NetworksCode0
Taylor-Lagrange Neural Ordinary Differential Equations: Toward Fast Training and Evaluation of Neural ODEsCode0
Variational Weighting for Kernel Density RatiosCode0
Vehicle Perception from SatelliteCode0
Approaches Toward Physical and General Video Anomaly DetectionCode0
Minimizers of the Empirical Risk and Risk MonotonicityCode0
Probabilistic Classification by Density Estimation Using Gaussian Mixture Model and Masked Autoregressive FlowCode0
Temporal Normalizing FlowsCode0
MixEst: An Estimation Toolbox for Mixture ModelsCode0
Training Multi-Object Detector by Estimating Bounding Box Distribution for Input ImageCode0
Structured Recognition for Generative Models with Explaining AwayCode0
Probabilistic Generating CircuitsCode0
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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