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 1101–1150 of 1394 papers

TitleStatusHype
Re-examination of the Role of Latent Variables in Sequence ModelingCode0
Flow++: Improving Flow-Based Generative Models with Variational Dequantization and Architecture DesignCode0
Temporal Logistic Neural Bag-of-Features for Financial Time series Forecasting leveraging Limit Order Book Data—0
Modal clustering asymptotics with applications to bandwidth selection—0
On Compression of Unsupervised Neural Nets by Pruning Weak Connections—0
DAFE-FD: Density Aware Feature Enrichment for Face Detection—0
MAE: Mutual Posterior-Divergence Regularization for Variational AutoEncoders—0
Understanding the (un)interpretability of natural image distributions using generative models—0
Fast Multi-Class Probabilistic Classifier by Sparse Non-parametric Density Estimation—0
Adaptive Density Estimation for Generative Models—0
Kernel Density Estimation Bias under Minimal Assumptions—0
An Introductory Guide to Fano's Inequality with Applications in Statistical Estimation—0
Augmentation Scheme for Dealing with Imbalanced Network Traffic Classification Using Deep Learning—0
bigMap: Big Data Mapping with Parallelized t-SNE—0
Weakly supervised segment annotation via expectation kernel density estimation—0
Hierarchical Discrete Distribution Decomposition for Match Density EstimationCode0
AdaFlow: Domain-Adaptive Density Estimator with Application to Anomaly Detection and Unpaired Cross-Domain Translation—0
From Adaptive Kernel Density Estimation to Sparse Mixture Models—0
Deep Homogeneous Mixture Models: Representation, Separation, and Approximation—0
Black-Box Autoregressive Density Estimation for State-Space Models—0
PointConv: Deep Convolutional Networks on 3D Point CloudsCode0
Finite Mixture Model of Nonparametric Density Estimation using Sampling Importance Resampling for Persistence Landscape—0
A new approach for pedestrian density estimation using moving sensors and computer vision—0
Density estimation for shift-invariant multidimensional distributions—0
Bias and Generalization in Deep Generative Models: An Empirical StudyCode0
How Well Generative Adversarial Networks Learn Distributions—0
Dynamic Feature Acquisition Using Denoising AutoencodersCode0
Neural Likelihoods via Cumulative Distribution FunctionsCode0
Learning Unsupervised Word Mapping by Maximizing Mean Discrepancy—0
Hybrid Generative-Discriminative Models for Inverse Materials Design—0
Gaussian Process Conditional Density Estimation—0
Unsupervised Object Matching for Relational Data—0
Deep Diffeomorphic Normalizing Flows—0
Convergence of the Expectation-Maximization Algorithm Through Discrete-Time Lyapunov Stability Theory—0
Frustratingly Easy Model Ensemble for Abstractive Summarization—0
Extremely Randomized CNets for Multi-label ClassificationCode0
Fast adversarial training for semi-supervised learning—0
Monge-Ampère Flow for Generative ModelingCode0
Multivariate control chart based on PCA mix for variable and attribute quality characteristics—0
Counting the uncountable: deep semantic density estimation from Space—0
Distances for WiFi Based Topological Indoor Mapping—0
Variational Autoencoder with Implicit Optimal PriorsCode0
Traffic Density Estimation using a Convolutional Neural Network—0
Stacked Pooling: Improving Crowd Counting by Boosting Scale InvarianceCode0
Haze Density Estimation via Modeling of Scattering Coefficients of Iso-depth Regions—0
In Defense of Single-column Networks for Crowd Counting—0
Nonparametric Gaussian Mixture Models for the Multi-Armed BanditCode0
Kernel Density Estimation-Based Markov Models with Hidden State—0
Deep PDF: Probabilistic Surface Optimization and Density Estimation—0
Iterative Crowd Counting—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
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