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 851–900 of 1394 papers

TitleStatusHype
MD-split+: Practical Local Conformal Inference in High Dimensions—0
Submanifold density estimation—0
MeanShift++: Extremely Fast Mode-Seeking With Applications to Segmentation and Object Tracking—0
Measuring multi-calibration—0
Median of Forests for Robust Density Estimation—0
MEGABYTE: Predicting Million-byte Sequences with Multiscale Transformers—0
Sub-quadratic Algorithms for Kernel Matrices via Kernel Density Estimation—0
Merging K-means with hierarchical clustering for identifying general-shaped groups—0
MESSY Estimation: Maximum-Entropy based Stochastic and Symbolic densitY Estimation—0
Summable Reparameterizations of Wasserstein Critics in the One-Dimensional Setting—0
Meta-learning for Out-of-Distribution Detection via Density Estimation in Latent Space—0
Unsupervised Anomaly Detection in MR Images using Multi-Contrast Information—0
Methods for Sparse and Low-Rank Recovery under Simplex Constraints—0
An Introductory Guide to Fano's Inequality with Applications in Statistical Estimation—0
MFCC-GAN Codec: A New AI-based Audio Coding—0
Microscopic Advances with Large-Scale Learning: Stochastic Optimization for Cryo-EM—0
MIK: Modified Isolation Kernel for Biological Sequence Visualization, Classification, and Clustering—0
MIMO Detection under Hardware Impairments: Data Augmentation With Boosting—0
Minibatch Optimal Transport and Perplexity Bound Estimation in Discrete Flow Matching—0
Minimax Rates for the Estimation of Eigenpairs of Weighted Laplace-Beltrami Operators on Manifolds—0
Unsupervised Decision Forest for Data Clustering and Density Estimation—0
Missing value imputation with adversarial random forests -- MissARF—0
MixerFlow: MLP-Mixer meets Normalising Flows—0
Verifying the Causes of Adversarial Examples—0
Acceleration through spectral density estimation—0
Mixture Modeling of Global Shape Priors and Autoencoding Local Intensity Priors for Left Atrium Segmentation—0
Mixture models for data with unknown distributions—0
Supervised Anomaly Detection based on Deep Autoregressive Density Estimators—0
Mixup Regularization: A Probabilistic Perspective—0
Modal clustering asymptotics with applications to bandwidth selection—0
Model-Based Policy Gradients with Parameter-Based Exploration by Least-Squares Conditional Density Estimation—0
Surprisal Driven k-NN for Robust and Interpretable Nonparametric Learning—0
Modeling a Hidden Dynamical System Using Energy Minimization and Kernel Density Estimates—0
An improper estimator with optimal excess risk in misspecified density estimation and logistic regression—0
Modeling Food Popularity Dependencies using Social Media data—0
A Model Stealing Attack Against Multi-Exit Networks—0
Mode-Seeking Clustering and Density Ridge Estimation via Direct Estimation of Density-Derivative-Ratios—0
Modular Flows: Differential Molecular Generation—0
Swarm Intelligence Enhanced Reasoning: A Density-Driven Framework for LLM-Based Multi-Agent Optimization—0
Monge-Amp\`ere Flow for Generative Modeling—0
Symmetry-Aware Marginal Density Estimation—0
Morphological Change Forecasting for Prostate Glands using Feature-based Registration and Kernel Density Extrapolation—0
An exact kernel framework for spatio-temporal dynamics—0
MR image reconstruction using deep density priors—0
A New Stochastic Approximation Method for Gradient-based Simulated Parameter Estimation—0
MTCNET: Multi-task Learning Paradigm for Crowd Count Estimation—0
A New Probabilistic Distance Metric With Application In Gaussian Mixture Reduction—0
A new perspective on probabilistic image modeling—0
Multi-Attribute Selectivity Estimation Using Deep Learning—0
Density estimation on smooth manifolds with normalizing flows—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