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 301–350 of 1394 papers

TitleStatusHype
Density Estimation via Bayesian Inference Engines—0
AnoDODE: Anomaly Detection with Diffusion ODE—0
Beyond Smoothness: Incorporating Low-Rank Analysis into Nonparametric Density Estimation—0
An Introductory Guide to Fano's Inequality with Applications in Statistical Estimation—0
A Fair Classifier Using Kernel Density Estimation—0
Density Estimation via Discrepancy—0
An improper estimator with optimal excess risk in misspecified density estimation and logistic regression—0
Better Conditional Density Estimation for Neural Networks—0
An exact kernel framework for spatio-temporal dynamics—0
Benchmarking high-fidelity pedestrian tracking systems for research, real-time monitoring and crowd control—0
Bayesian Weapon System Reliability Modeling with Cox-Weibull Neural Network—0
LGBQPC: Local Granular-Ball Quality Peaks Clustering—0
Density Estimation via Discrepancy Based Adaptive Sequential Partition—0
Quasi-Bayesian Nonparametric Density Estimation via Autoregressive Predictive Updates—0
Bayesian Quantile Regression with Subset Selection: A Decision Analysis Perspective—0
A New Stochastic Approximation Method for Gradient-based Simulated Parameter Estimation—0
Density estimation from unweighted k-nearest neighbor graphs: a roadmap—0
Adaptive Density Estimation for Generative Models—0
A New Probabilistic Distance Metric With Application In Gaussian Mixture Reduction—0
Density estimation for shift-invariant multidimensional distributions—0
Density estimation in representation space to predict model uncertainty—0
Bayesian Exploration Networks—0
A new perspective on probabilistic image modeling—0
A Confident Information First Principle for Parametric Reduction and Model Selection of Boltzmann Machines—0
Batch Uniformization for Minimizing Maximum Anomaly Score of DNN-based Anomaly Detection in Sounds—0
Balanced Training of Energy-Based Models with Adaptive Flow Sampling—0
Adversarial Attacks on LoRa Device Identification and Rogue Signal Detection with Deep Learning—0
Density Estimation for Geolocation via Convolutional Mixture Density Network—0
Density Estimation using Entropy Maximization for Semi-continuous Data—0
Data-driven multi-agent modelling of calcium interactions in cell culture: PINN vs Regularized Least-squares—0
Bagged Regularized k-Distances for Anomaly Detection—0
A new effective and efficient measure for outlying aspect mining—0
DAFE-FD: Density Aware Feature Enrichment for Face Detection—0
Cyber-resilience for marine navigation by information fusion and change detection—0
Data-driven Uncertainty Quantification in Computational Human Head Models—0
Data driven value-at-risk forecasting using a SVR-GARCH-KDE hybrid—0
A Video-Based Activity Classification of Human Pickers in Agriculture—0
Dataset Inference for Self-Supervised Models—0
Bayesian Binary Search—0
DDKSP: A Data-Driven Stochastic Programming Framework for Car-Sharing Relocation Problem—0
DDPM Score Matching and Distribution Learning—0
Curriculum for Crowd Counting -- Is it Worthy?—0
Curiosity-Driven Experience Prioritization via Density Estimation—0
Debiasing Kernel-Based Generative Models—0
Decentralized Continuification Control of Multi-Agent Systems via Distributed Density Estimation—0
Bayesian mixtures of spatial spline regressions—0
Bayesian Nonparametric Adaptive Spectral Density Estimation for Financial Time Series—0
A new approach for pedestrian density estimation using moving sensors and computer vision—0
Deconvoluting Kernel Density Estimation and Regression for Locally Differentially Private Data—0
Cumulative Attribute Space for Age and Crowd 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
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