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 101–150 of 1394 papers

TitleStatusHype
Continuous Language Generative FlowCode1
Tensor-Train Density EstimationCode1
DEANN: Speeding up Kernel-Density Estimation using Approximate Nearest Neighbor SearchCode1
On Out-of-distribution Detection with Energy-based ModelsCode1
Variational Diffusion ModelsCode1
Soft Truncation: A Universal Training Technique of Score-based Diffusion Model for High Precision Score EstimationCode1
InFlow: Robust outlier detection utilizing Normalizing FlowsCode1
Marginalizable Density ModelsCode1
Densely connected normalizing flowsCode1
Density estimation on low-dimensional manifolds: an inflation-deflation approachCode1
A generative nonparametric Bayesian model for whole genomesCode1
Improved Exploring Starts by Kernel Density Estimation-Based State-Space Coverage Acceleration in Reinforcement LearningCode1
A Temporal Kernel Approach for Deep Learning with Continuous-time InformationCode1
Spatial Dependency Networks: Neural Layers for Improved Generative Image ModelingCode1
Learning with Density Matrices and Random FeaturesCode1
Invertible DenseNets with Concatenated LipSwishCode1
Convex Potential Flows: Universal Probability Distributions with Optimal Transport and Convex OptimizationCode1
Graph Mixture Density NetworksCode1
Score-Based Generative Modeling through Stochastic Differential EquationsCode1
Solving high-dimensional parameter inference: marginal posterior densities & Moment NetworksCode1
Hierarchical Autoregressive Modeling for Neural Video CompressionCode1
Gaussianizing the Earth: Multidimensional Information Measures for Earth Data AnalysisCode1
Information Theory Measures via Multidimensional GaussianizationCode1
Self-Supervised Variational Auto-EncodersCode1
DEAP Cache: Deep Eviction Admission and Prefetching for CacheCode1
Completely Self-Supervised Crowd Counting via Distribution MatchingCode1
Detecting and repairing arbitrage in traded option pricesCode1
Complete parameter inference for GW150914 using deep learningCode1
Kernel Methods and their derivatives: Concept and perspectives for the Earth system sciencesCode1
Solving Linear Inverse Problems Using the Prior Implicit in a DenoiserCode1
Generative Flows with Matrix ExponentialCode1
Learning Differential Equations that are Easy to SolveCode1
Sliced Iterative Normalizing FlowsCode1
Locally Masked Convolution for Autoregressive ModelsCode1
Neural Manifold Ordinary Differential EquationsCode1
An Empirical Comparison of GANs and Normalizing Flows for Density EstimationCode1
Density Deconvolution with Normalizing FlowsCode1
Dissimilarity Mixture Autoencoder for Deep ClusteringCode1
NanoFlow: Scalable Normalizing Flows with Sublinear Parameter ComplexityCode1
AR-DAE: Towards Unbiased Neural Entropy Gradient EstimationCode1
Graphical Normalizing FlowsCode1
An efficient manifold density estimator for all recommendation systemsCode1
OT-Flow: Fast and Accurate Continuous Normalizing Flows via Optimal TransportCode1
Euclideanizing Flows: Diffeomorphic Reduction for Learning Stable Dynamical SystemsCode1
HOG, LBP and SVM based Traffic Density Estimation at IntersectionCode1
Sum-Product-Transform Networks: Exploiting Symmetries using Invertible TransformationsCode1
Conditional Variational Image DerainingCode1
Roundtrip: A Deep Generative Neural Density EstimatorCode1
Decoupling Global and Local Representations via Invertible Generative FlowsCode1
Exemplar VAE: Linking Generative Models, Nearest Neighbor Retrieval, and Data AugmentationCode1
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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