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
Improving Discrete Latent Representations With Differentiable Approximation Bridges—0
Generative Model with Dynamic Linear FlowCode0
Sum-of-Squares Polynomial FlowCode0
Monge-Amp\`ere Flow for Generative Modeling—0
Maximum a Posteriori on a Submanifold: a General Image Restoration Method with GAN—0
Detecting Adversarial Examples through Nonlinear Dimensionality ReductionCode0
Crop yield probability density forecasting via quantile random forest and Epanechnikov Kernel function—0
Supervised Anomaly Detection based on Deep Autoregressive Density Estimators—0
Autoregressive Energy MachinesCode0
Block Neural Autoregressive FlowCode0
Modeling a Hidden Dynamical System Using Energy Minimization and Kernel Density Estimates—0
Crowd Transformer Network—0
Nonparametric Density Estimation for High-Dimensional Data - Algorithms and Applications—0
From Variational to Deterministic AutoencodersCode1
Counting with Focus for FreeCode1
General Probabilistic Surface Optimization and Log Density Estimation—0
Multi-Attribute Selectivity Estimation Using Deep Learning—0
A RAD approach to deep mixture models—0
Optimality of Maximum Likelihood for Log-Concave Density Estimation and Bounded Convex Regression—0
Mixture Modeling of Global Shape Priors and Autoencoding Local Intensity Priors for Left Atrium Segmentation—0
Neural Empirical Bayes—0
Conditional Density Estimation with Neural Networks: Best Practices and BenchmarksCode0
Crowd Counting and Density Estimation by Trellis Encoder-Decoder Network—0
Curiosity-Driven Experience Prioritization via Density Estimation—0
DEDPUL: Difference-of-Estimated-Densities-based Positive-Unlabeled LearningCode0
Proper-Composite Loss Functions in Arbitrary Dimensions—0
Sub-linear Memory Sketches for Near Neighbor Search on Streaming Data—0
Calculating CVaR and bPOE for Common Probability Distributions With Application to Portfolio Optimization and Density Estimation—0
MaCow: Masked Convolutional Generative FlowCode1
Unpriortized Autoencoder For Image Generation—0
The Optimal Approximation Factor in Density Estimation—0
Bayesian Nonparametric Adaptive Spectral Density Estimation for Financial Time Series—0
Nonparametric Density Estimation & Convergence Rates for GANs under Besov IPM Losses—0
Spectral-Spatial Diffusion Geometry for Hyperspectral Image Clustering—0
Exchangeable Generative Models with Flow ScansCode0
Meta-Amortized Variational Inference and LearningCode0
Total stochastic gradient algorithms and applications in reinforcement learning—0
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
Adaptive Density Estimation for Generative Models—0
Fast Multi-Class Probabilistic Classifier by Sparse Non-parametric Density Estimation—0
An Introductory Guide to Fano's Inequality with Applications in Statistical Estimation—0
Kernel Density Estimation Bias under Minimal Assumptions—0
Augmentation Scheme for Dealing with Imbalanced Network Traffic Classification Using Deep Learning—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