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 551–600 of 1394 papers

TitleStatusHype
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
Metrics of calibration for probabilistic predictionsCode1
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
Bi-level Alignment for Cross-Domain Crowd CountingCode1
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
Diagnosing and Fixing Manifold Overfitting in Deep Generative ModelsCode1
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
Tight Bounds on the Hardness of Learning Simple Nonparametric Mixtures—0
Optimisation-free Classification and Density Estimation with Quantum Circuits—0
Gransformer: Transformer-based Graph Generation—0
A Deep Learning Approach to Probabilistic Forecasting of WeatherCode0
DR.VIC: Decomposition and Reasoning for Video Individual CountingCode1
Strong posterior contraction rates via Wasserstein dynamics—0
A new perspective on probabilistic image modeling—0
ISDE : Independence Structure Density EstimationCode0
Conditional Measurement Density Estimation in Sequential Monte Carlo via Normalizing FlowCode1
Model Comparison in Approximate Bayesian ComputationCode0
TAKDE: Temporal Adaptive Kernel Density Estimator for Real-Time Dynamic Density Estimation—0
Point Density-Aware Voxels for LiDAR 3D Object DetectionCode1
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
It's Raw! Audio Generation with State-Space ModelsCode1
Testing the boundaries: Normalizing Flows for higher dimensional data sets—0
Point Cloud Generation with Continuous Conditioning—0
Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time SeriesCode3
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
General-purpose, long-context autoregressive modeling with Perceiver ARCode2
Improving the repeatability of deep learning models with Monte Carlo dropoutCode0
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge GraphsCode1
Principal Manifold Flows—0
Show:102550
← PrevPage 12 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