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 51–100 of 1394 papers

TitleStatusHype
Continuous Mixtures of Tractable Probabilistic ModelsCode1
Controllable Text Generation via Probability Density Estimation in the Latent SpaceCode1
A generative nonparametric Bayesian model for whole genomesCode1
A generative nonparametric Bayesian model for whole genomesCode1
DEANN: Speeding up Kernel-Density Estimation using Approximate Nearest Neighbor SearchCode1
HyperSPNs: Compact and Expressive Probabilistic CircuitsCode1
Improved Exploring Starts by Kernel Density Estimation-Based State-Space Coverage Acceleration in Reinforcement LearningCode1
Improved Techniques for Maximum Likelihood Estimation for Diffusion ODEsCode1
Counting with Focus for FreeCode1
Interpolation Technique to Speed Up Gradients Propagation in Neural ODEsCode1
TSDS: Data Selection for Task-Specific Model FinetuningCode1
Invertible Monotone Operators for Normalizing FlowsCode1
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge GraphsCode1
Characterizing Structural Regularities of Labeled Data in Overparameterized ModelsCode1
Feature Likelihood Divergence: Evaluating the Generalization of Generative Models Using SamplesCode1
Graphical Normalizing FlowsCode1
DR.VIC: Decomposition and Reasoning for Video Individual CountingCode1
Dissimilarity Mixture Autoencoder for Deep ClusteringCode1
EBC-ZIP: Improving Blockwise Crowd Counting with Zero-Inflated Poisson RegressionCode1
Detecting and repairing arbitrage in traded option pricesCode1
DEnsity: Open-domain Dialogue Evaluation Metric using Density EstimationCode1
Diagnosing and Fixing Manifold Overfitting in Deep Generative ModelsCode1
An Attribute-based Method for Video Anomaly DetectionCode1
A Temporal Kernel Approach for Deep Learning with Continuous-time InformationCode1
Diffusion Models With Learned Adaptive NoiseCode1
Diffusion Normalizing FlowCode1
Distribution-Consistent Modal Recovering for Incomplete Multimodal LearningCode1
An efficient manifold density estimator for all recommendation systemsCode1
CrowdDiff: Multi-hypothesis Crowd Density Estimation using Diffusion ModelsCode1
Exemplar VAE: Linking Generative Models, Nearest Neighbor Retrieval, and Data AugmentationCode1
Bi-level Alignment for Cross-Domain Crowd CountingCode1
Far Away in the Deep Space: Dense Nearest-Neighbor-Based Out-of-Distribution DetectionCode1
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative ModelsCode1
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image EnhancementCode1
Densely connected normalizing flowsCode1
An Empirical Comparison of GANs and Normalizing Flows for Density EstimationCode1
Density Deconvolution with Normalizing FlowsCode1
arfpy: A python package for density estimation and generative modeling with adversarial random forestsCode1
Gaussian Plane-Wave Neural Operator for Electron Density EstimationCode1
Denoising Normalizing FlowCode1
Completely Self-Supervised Crowd Counting via Distribution MatchingCode1
Density estimation on low-dimensional manifolds: an inflation-deflation approachCode1
Complete parameter inference for GW150914 using deep learningCode1
Backpropagation through Combinatorial Algorithms: Identity with Projection WorksCode1
Continuous Language Generative FlowCode1
DEAP Cache: Deep Eviction Admission and Prefetching for CacheCode1
Conditional Variational Image DerainingCode1
Hedging Cryptocurrency OptionsCode1
A friendly introduction to triangular transportCode1
Decoupling Global and Local Representations via Invertible Generative FlowsCode1
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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