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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 1394 papers

TitleStatusHype
Continuous Contrastive Learning for Long-Tailed Semi-Supervised RecognitionCode1
Continuous Mixtures of Tractable Probabilistic ModelsCode1
A generative nonparametric Bayesian model for whole genomesCode1
A generative nonparametric Bayesian model for whole genomesCode1
Hyperbolic VAE via Latent Gaussian DistributionsCode1
HyperSPNs: Compact and Expressive Probabilistic CircuitsCode1
Convex Potential Flows: Universal Probability Distributions with Optimal Transport and Convex OptimizationCode1
Improved Exploring Starts by Kernel Density Estimation-Based State-Space Coverage Acceleration in Reinforcement LearningCode1
Information Theory Measures via Multidimensional GaussianizationCode1
Interpolation Technique to Speed Up Gradients Propagation in Neural ODEsCode1
Invertible Monotone Operators for Normalizing FlowsCode1
Counting with Focus for FreeCode1
Euclideanizing Flows: Diffeomorphic Reduction for Learning Stable Dynamical SystemsCode1
Bi-level Alignment for Cross-Domain Crowd CountingCode1
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge GraphsCode1
Fast Inference and Update of Probabilistic Density Estimation on Trajectory PredictionCode1
Distribution-Consistent Modal Recovering for Incomplete Multimodal LearningCode1
Dissimilarity Mixture Autoencoder for Deep ClusteringCode1
DR.VIC: Decomposition and Reasoning for Video Individual CountingCode1
Diagnosing and Fixing Manifold Overfitting in Deep Generative ModelsCode1
Asymmetric Student-Teacher Networks for Industrial Anomaly DetectionCode1
CrowdDiff: Multi-hypothesis Crowd Density Estimation using Diffusion ModelsCode1
DEnsity: Open-domain Dialogue Evaluation Metric using Density EstimationCode1
Detecting and repairing arbitrage in traded option pricesCode1
Diffusion Normalizing FlowCode1
A Temporal Kernel Approach for Deep Learning with Continuous-time InformationCode1
An Attribute-based Method for Video Anomaly DetectionCode1
An efficient manifold density estimator for all recommendation systemsCode1
Diffusion Models With Learned Adaptive NoiseCode1
EBC-ZIP: Improving Blockwise Crowd Counting with Zero-Inflated Poisson RegressionCode1
Exemplar VAE: Linking Generative Models, Nearest Neighbor Retrieval, and Data AugmentationCode1
Characterizing Structural Regularities of Labeled Data in Overparameterized ModelsCode1
AR-DAE: Towards Unbiased Neural Entropy Gradient EstimationCode1
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative ModelsCode1
Flows for simultaneous manifold learning and density estimationCode1
An Empirical Comparison of GANs and Normalizing Flows for Density EstimationCode1
A Coupled Flow Approach to Imitation LearningCode1
arfpy: A python package for density estimation and generative modeling with adversarial random forestsCode1
Density Deconvolution with Normalizing FlowsCode1
Gaussian Plane-Wave Neural Operator for Electron Density EstimationCode1
Denoising Normalizing FlowCode1
Completely Self-Supervised Crowd Counting via Distribution MatchingCode1
Densely connected normalizing flowsCode1
Glow: Generative Flow with Invertible 1x1 ConvolutionsCode1
Conditional Variational Image DerainingCode1
Controllable Text Generation via Probability Density Estimation in the Latent SpaceCode1
Conditional Measurement Density Estimation in Sequential Monte Carlo via Normalizing FlowCode1
Graph Mixture Density NetworksCode1
A friendly introduction to triangular transportCode1
Density estimation on low-dimensional manifolds: an inflation-deflation approachCode1
Show:102550
← PrevPage 2 of 28Next →
All datasetsCIFAR-10MNISTUCI POWERBSDS300ImageNet 32x32UCI GASUCI HEPMASSUCI MINIBOONEOMNIGLOTCaltech-101FreyfacesCelebA-HQ 256x256

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MAFLog-likelihood (nats)3,049—Unverified
2DDPMNLL (bits/dim)3.69—Unverified
3MRCNFNLL (bits/dim)3.54—Unverified
4FFJORDNLL (bits/dim)3.4—Unverified
5RNODENLL (bits/dim)3.38—Unverified
6Pixel CNNNLL (bits/dim)3.03—Unverified
7score SDENLL (bits/dim)2.99—Unverified
8Flow matchingNLL (bits/dim)2.99—Unverified
9Pixel CNN ++NLL (bits/dim)2.92—Unverified
10Image TransformerNLL (bits/dim)2.9—Unverified
#ModelMetricClaimedVerifiedStatus
1DVP-VAENLL77.1—Unverified
2PaddingFlowMMD-L211—Unverified
3FFJORDNLL (bits/dim)0.99—Unverified
4RNODENLL (bits/dim)0.97—Unverified
5IdentityNLL (bits/dim)0.13—Unverified
6MADE MoGLog-likelihood (nats)-1,038.5—Unverified
#ModelMetricClaimedVerifiedStatus
1nMDMALog-likelihood1.78—Unverified
2DDELog-likelihood0.97—Unverified
3B-NAFLog-likelihood0.61—Unverified
4FFJORDLog-likelihood0.46—Unverified
5MADE MoGLog-likelihood0.4—Unverified
6PaddingFlowCD0.14—Unverified
#ModelMetricClaimedVerifiedStatus
1TANLog-likelihood159.8—Unverified
2FFJORDLog-likelihood157.4—Unverified
3B-NAFLog-likelihood157.36—Unverified
4MADE MoGLog-likelihood153.71—Unverified
5PaddingFlowCD0.5—Unverified
#ModelMetricClaimedVerifiedStatus
1GlowNLL (bits/dim)4.09—Unverified
2Image TransformerNLL (bits/dim)3.77—Unverified
3VDMNLL (bits/dim)3.72—Unverified
4i-DODENLL (bits/dim)3.69—Unverified
5MuLANNLL (bits/dim)3.67—Unverified
#ModelMetricClaimedVerifiedStatus
1B-NAFLog-likelihood12.06—Unverified
2DDELog-likelihood9.73—Unverified
3FFJORDLog-likelihood8.59—Unverified
4MADE MoGLog-likelihood8.47—Unverified
5PaddingFlowCD0.89—Unverified
#ModelMetricClaimedVerifiedStatus
1PaddingFlowCD13.8—Unverified
2DDELog-likelihood-11.3—Unverified
3B-NAFLog-likelihood-14.71—Unverified
4FFJORDLog-likelihood-14.92—Unverified
5MADE MoGLog-likelihood-15.15—Unverified
#ModelMetricClaimedVerifiedStatus
1PaddingFlowCD24.5—Unverified
2DDELog-likelihood-6.94—Unverified
3B-NAFLog-likelihood-8.95—Unverified
4FFJORDLog-likelihood-10.43—Unverified
5MADE MoGLog-likelihood-12.27—Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO98.33—Unverified
2B-NAFNegative ELBO94.83—Unverified
3DVp-VAENLL89.07—Unverified
4PaddingFlowMMD-L220.3—Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO104.03—Unverified
2B-NAFNegative ELBO94.91—Unverified
3PaddingFlowMMD-L217.9—Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO4.39—Unverified
2B-NAFNegative ELBO4.33—Unverified
3PaddingFlowMMD-L20.62—Unverified
#ModelMetricClaimedVerifiedStatus
1RNODELog-likelihood1.04—Unverified
#ModelMetricClaimedVerifiedStatus
1MAFLog-likelihood5,872—Unverified
#ModelMetricClaimedVerifiedStatus
1RNODELog-likelihood3.83—Unverified