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 651–700 of 1394 papers

TitleStatusHype
Noise2NoiseFlow: Realistic Camera Noise Modeling without Clean Images—0
k-Means Maximum Entropy Exploration—0
An Effective and Efficient Evolutionary Algorithm for Many-Objective Optimization—0
An optimal transport approach for selecting a representative subsample with application in efficient kernel density estimation—0
Flowification: Everything is a Normalizing FlowCode0
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
Multivariate Probabilistic Forecasting of Intraday Electricity Prices using Normalizing Flows—0
Exemplar Free Class Agnostic Counting—0
Clustering consistency with Dirichlet process mixtures—0
On statistic alignment for domain adaptation in structural health monitoringCode0
A Novel Markov Model for Near-Term Railway Delay Prediction—0
Adversarial random forests for density estimation and generative modelingCode0
End-to-End Multi-Object Detection with a Regularized Mixture Model—0
Optimal Randomized Approximations for Matrix based Renyi's Entropy—0
Pre-trained Language Models as Re-Annotators—0
Reproducing Kernels and New Approaches in Compositional Data Analysis—0
Detection of Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density EstimationCode0
Bona fide Riesz projections for density estimation—0
Graphical Residual Flows—0
Distributed Nonparametric Estimation under Communication Constraints—0
Detection of Small Holes by the Scale-Invariant Robust Density-Aware Distance (RDAD) FiltrationCode0
Tuning Parameter-Free Nonparametric Density Estimation from Tabulated Summary Data—0
Continuous LWE is as Hard as LWE & Applications to Learning Gaussian Mixtures—0
Learning to Adapt to Domain Shifts with Few-shot Samples in Anomalous Sound Detection—0
Discretely Indexed FlowsCode0
Automatic Dialect Density Estimation for African American English—0
Beyond Smoothness: Incorporating Low-Rank Analysis into Nonparametric Density Estimation—0
Optimisation-free Classification and Density Estimation with Quantum Circuits—0
Tight Bounds on the Hardness of Learning Simple Nonparametric Mixtures—0
Gransformer: Transformer-based Graph Generation—0
A Deep Learning Approach to Probabilistic Forecasting of WeatherCode0
A new perspective on probabilistic image modeling—0
Strong posterior contraction rates via Wasserstein dynamics—0
ISDE : Independence Structure Density EstimationCode0
TAKDE: Temporal Adaptive Kernel Density Estimator for Real-Time Dynamic Density Estimation—0
Model Comparison in Approximate Bayesian ComputationCode0
Nonlinear Isometric Manifold Learning for Injective Normalizing Flows—0
Kernel Density Estimation by Genetic Algorithm—0
Detection of Word Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density EstimationCode0
ADVISE: ADaptive Feature Relevance and VISual Explanations for Convolutional Neural NetworksCode0
VaiPhy: a Variational Inference Based Algorithm for PhylogenyCode0
Multiple Importance Sampling ELBO and Deep Ensembles of Variational ApproximationsCode0
Testing the boundaries: Normalizing Flows for higher dimensional data sets—0
Point Cloud Generation with Continuous Conditioning—0
A multi-reconstruction study of breast density estimation using Deep Learning—0
Taking a Step Back with KCal: Multi-Class Kernel-Based Calibration for Deep Neural Networks—0
Improving the repeatability of deep learning models with Monte Carlo dropoutCode0
Principal Manifold Flows—0
Multiclass histogram-based thresholding using kernel density estimation and scale-space representations—0
Crime Hot-Spot Modeling via Topic Modeling and Relative Density Estimation—0
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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
7Flow matchingNLL (bits/dim)2.99—Unverified
8score SDENLL (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