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 251–300 of 1394 papers

TitleStatusHype
Compressing Image-to-Image Translation GANs Using Local Density Structures on Their Learned Manifold—0
Computational Challenges in Non-parametric Prediction of Bradycardia in Preterm Infants—0
A Generative Adversarial Density Estimator—0
Concentration inequalities for leave-one-out cross validation—0
Deep Diffeomorphic Normalizing Flows—0
Deep Learning assisted microwave-plasma interaction based technique for plasma density estimation—0
A Statistical Relational Approach to Learning Distance-based GCNs—0
Breaking the curse of dimensionality in structured density estimation—0
A Note on Shumailov et al. (2024): `AI Models Collapse When Trained on Recursively Generated Data'—0
Bounds all around: training energy-based models with bidirectional bounds—0
Bounded rationality in structured density estimation—0
An optimal transport approach for selecting a representative subsample with application in efficient kernel density estimation—0
Bounded rationality in structured density estimation—0
Bounded KRnet and its applications to density estimation and approximation—0
A Non-Parametric Approach to Dynamic Programming—0
Boundary of Distribution Support Generator (BDSG): Sample Generation on the Boundary—0
A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts—0
A Latent Space Correlation-Aware Autoencoder for Anomaly Detection in Skewed Data—0
A Non-Classical Parameterization for Density Estimation Using Sample Moments—0
Boosted Density Estimation Remastered—0
Anomaly Subsequence Detection with Dynamic Local Density for Time Series—0
Bona fide Riesz projections for density estimation—0
A Fokker-Planck-Based Loss Function that Bridges Dynamics with Density Estimation—0
Deconvoluting Kernel Density Estimation and Regression for Locally Differentially Private Data—0
3C-FBI: A Combinatorial method using Convolutions for Circle Fitting in Blurry Images—0
Active Function Cross-Entropy Clustering—0
Debiasing Kernel-Based Generative Models—0
Blindness of score-based methods to isolated components and mixing proportions—0
Auditing Differential Privacy Guarantees Using Density Estimation—0
A Flow-Based Neural Network for Time Domain Speech Enhancement—0
Decentralized Continuification Control of Multi-Agent Systems via Distributed Density Estimation—0
Decoupled Marked Temporal Point Process using Neural Ordinary Differential Equations—0
Deep Data Density Estimation through Donsker-Varadhan Representation—0
Deep learning based landslide density estimation on SAR data for rapid response—0
Black-Box Autoregressive Density Estimation for State-Space Models—0
A Flow Base Bi-path Network for Cross-scene Video Crowd Understanding in Aerial View—0
Neural Density Estimation and Likelihood-free Inference—0
Anomaly Detection of Time Series with Smoothness-Inducing Sequential Variational Auto-Encoder—0
Binary Classifier Calibration: Non-parametric approach—0
Active Crowd Counting with Limited Supervision—0
Dataset Inference for Self-Supervised Models—0
bigMap: Big Data Mapping with Parallelized t-SNE—0
Anomaly Detection in Trajectory Data with Normalizing Flows—0
Selective machine learning of doubly robust functionals—0
Bias and variance reduction and denoising for CTF Estimation—0
Anomaly Detection Based on Unsupervised Disentangled Representation Learning in Combination with Manifold Learning—0
Affine-Transformation-Invariant Image Classification by Differentiable Arithmetic Distribution Module—0
DDKSP: A Data-Driven Stochastic Programming Framework for Car-Sharing Relocation Problem—0
Data-driven multi-agent modelling of calcium interactions in cell culture: PINN vs Regularized Least-squares—0
AnoDODE: Anomaly Detection with Diffusion ODE—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