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

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Showing 1051–1100 of 1394 papers

TitleStatusHype
Matrix Manifold Optimization for Gaussian Mixtures—0
Maximum a Posteriori on a Submanifold: a General Image Restoration Method with GAN—0
Tuning Parameter-Free Nonparametric Density Estimation from Tabulated Summary Data—0
Maximum Entropy Model Correction in Reinforcement Learning—0
Maximum Multiscale Entropy and Neural Network Regularization—0
MCD: Marginal Contrastive Discrimination for conditional density estimation—0
MCNet: A crowd denstity estimation network based on integrating multiscale attention module—0
MD-split+: Practical Local Conformal Inference in High Dimensions—0
MeanShift++: Extremely Fast Mode-Seeking With Applications to Segmentation and Object Tracking—0
Measuring multi-calibration—0
Median of Forests for Robust Density Estimation—0
MEGABYTE: Predicting Million-byte Sequences with Multiscale Transformers—0
Merging K-means with hierarchical clustering for identifying general-shaped groups—0
MESSY Estimation: Maximum-Entropy based Stochastic and Symbolic densitY Estimation—0
Meta-learning for Out-of-Distribution Detection via Density Estimation in Latent Space—0
Methods for Sparse and Low-Rank Recovery under Simplex Constraints—0
MFCC-GAN Codec: A New AI-based Audio Coding—0
Microscopic Advances with Large-Scale Learning: Stochastic Optimization for Cryo-EM—0
MIK: Modified Isolation Kernel for Biological Sequence Visualization, Classification, and Clustering—0
MIMO Detection under Hardware Impairments: Data Augmentation With Boosting—0
Minibatch Optimal Transport and Perplexity Bound Estimation in Discrete Flow Matching—0
Fast Kernel Density Estimation with Density Matrices and Random Fourier FeaturesCode0
Mixtures of All TreesCode0
Fast Nonparametric Conditional Density EstimationCode0
Sequential transport maps using SoS density estimation and α-divergencesCode0
Probabilistic Matching of Real and Generated Data Statistics in Generative Adversarial NetworksCode0
Fast Private Kernel Density Estimation via Locality Sensitive QuantizationCode0
Posterior Matching for Arbitrary ConditioningCode0
Model Comparison in Approximate Bayesian ComputationCode0
Set Prediction without Imposing Structure as Conditional Density EstimationCode0
Fast ε-free Inference of Simulation Models with Bayesian Conditional Density EstimationCode0
Counterfactual experience augmented off-policy reinforcement learningCode0
A Nonparametric Off-Policy Policy GradientCode0
Task-agnostic Out-of-Distribution Detection Using Kernel Density EstimationCode0
Shift the Lens: Environment-Aware Unsupervised Camouflaged Object DetectionCode0
Binned semiparametric Bayesian networksCode0
Fast ε-free Inference of Simulation Models with Bayesian Conditional Density EstimationCode0
Monge-Ampère Flow for Generative ModelingCode0
Tropical Geometric Tools for Machine Learning: the TML packageCode0
Monte Carlo dropout increases model repeatabilityCode0
A density estimation perspective on learning from pairwise human preferencesCode0
Cosmological Parameter Estimation with Sequential Linear Simulation-based InferenceCode0
The Concrete Distribution: A Continuous Relaxation of Discrete Random VariablesCode0
Flexible Tails for Normalizing FlowsCode0
FloMo: Tractable Motion Prediction with Normalizing FlowsCode0
Copula Density Neural EstimationCode0
Bias and Generalization in Deep Generative Models: An Empirical StudyCode0
Converting High-Dimensional Regression to High-Dimensional Conditional Density EstimationCode0
FlowCon: Out-of-Distribution Detection using Flow-Based Contrastive LearningCode0
Flowification: Everything is a Normalizing FlowCode0
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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