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 1201–1250 of 1394 papers

TitleStatusHype
Correcting sampling biases via importance reweighting for spatial modeling—0
Triangular Flows for Generative Modeling: Statistical Consistency, Smoothness Classes, and Fast Rates—0
Tropical Density Estimation of Phylogenetic Trees—0
Riemannian Diffusion Schrödinger Bridge—0
COUNT Forest: CO-Voting Uncertain Number of Targets Using Random Forest for Crowd Density Estimation—0
Counting the uncountable: deep semantic density estimation from Space—0
Calculating CVaR and bPOE for Common Probability Distributions With Application to Portfolio Optimization and Density Estimation—0
Variational Lossy Autoencoder—0
Coupled Distributional Random Expert Distillation for World Model Online Imitation Learning—0
CowScape: Quantitative reconstruction of the conformational landscape of biological macromolecules from cryo-EM data—0
Crop yield probability density forecasting via quantile random forest and Epanechnikov Kernel function—0
Cross Attention Transformers for Multi-modal Unsupervised Whole-Body PET Anomaly Detection—0
Cross-modal variational inference for bijective signal-symbol translation—0
Crowd Counting and Density Estimation by Trellis Encoder-Decoder Network—0
Crowd Counting and Density Estimation by Trellis Encoder-Decoder Networks—0
RNADE: The real-valued neural autoregressive density-estimator—0
Crowd Density Estimation using Imperfect Labels—0
Crowd Density Estimation using Novel Feature Descriptor—0
CrowdDiff: Multi-hypothesis Crowd Density Estimation using Diffusion Models—0
Crowdotic: A Privacy-Preserving Hospital Waiting Room Crowd Density Estimation with Non-speech Audio—0
Crowd Transformer Network—0
Cubic-Spline Flows—0
Cumulative Attribute Space for Age and Crowd Density Estimation—0
Curiosity-Driven Experience Prioritization via Density Estimation—0
Curriculum for Crowd Counting -- Is it Worthy?—0
Cyber-resilience for marine navigation by information fusion and change detection—0
DAFE-FD: Density Aware Feature Enrichment for Face Detection—0
Robust and integrative Bayesian neural networks for likelihood-free parameter inference—0
Data-driven multi-agent modelling of calcium interactions in cell culture: PINN vs Regularized Least-squares—0
Data-driven Uncertainty Quantification in Computational Human Head Models—0
Data driven value-at-risk forecasting using a SVR-GARCH-KDE hybrid—0
CacheFlow: Fast Human Motion Prediction by Cached Normalizing Flow—0
Dataset Inference for Self-Supervised Models—0
Robust density estimation over star-shaped density classes—0
DDKSP: A Data-Driven Stochastic Programming Framework for Car-Sharing Relocation Problem—0
DDPM Score Matching and Distribution Learning—0
ButterflyFlow: Building Invertible Layers with Butterfly Matrices—0
Building Detection from Satellite Images on a Global Scale—0
Debiasing Kernel-Based Generative Models—0
Decentralized Continuification Control of Multi-Agent Systems via Distributed Density Estimation—0
Robust Density Estimation under Besov IPM Losses—0
Robust Ellipsoid-specific Fitting via Expectation Maximization—0
BSL: An R Package for Efficient Parameter Estimation for Simulation-Based Models via Bayesian Synthetic Likelihood—0
Deconvoluting Kernel Density Estimation and Regression for Locally Differentially Private Data—0
Robust EM algorithm for model-based curve clustering—0
Decoupled Marked Temporal Point Process using Neural Ordinary Differential Equations—0
A Statistical Relational Approach to Learning Distance-based GCNs—0
Robust Feature Matching with Alternate Hough and Inverted Hough Transforms—0
Designing Robust Transformers using Robust Kernel Density Estimation—0
Robust Imitation via Mirror Descent Inverse Reinforcement 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