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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 1394 papers

TitleStatusHype
A Scalable Approach to Clustering Embedding ProjectionsCode7
Decoding-based RegressionCode3
Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time SeriesCode3
Normalizing Flows are Capable Generative ModelsCode3
Flow Matching for Generative ModelingCode3
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise ClassificationCode2
Density Estimation via Binless Multidimensional IntegrationCode2
Revisiting Generative Policies: A Simpler Reinforcement Learning Algorithmic PerspectiveCode2
Building Normalizing Flows with Stochastic InterpolantsCode2
RoPAWS: Robust Semi-supervised Representation Learning from Uncurated DataCode2
PhilEO Bench: Evaluating Geo-Spatial Foundation ModelsCode2
Probability density estimation for sets of large graphs with respect to spectral information using stochastic block modelsCode2
FunDiff: Diffusion Models over Function Spaces for Physics-Informed Generative ModelingCode2
General-purpose, long-context autoregressive modeling with Perceiver ARCode2
MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly DetectionCode2
Masked Autoregressive Flow for Density EstimationCode2
Positional Encoder Graph Quantile Neural Networks for Geographic DataCode2
CNN-based Density Estimation and Crowd Counting: A SurveyCode2
Denoising Diffusion Probabilistic ModelsCode2
Progressive Distillation for Fast Sampling of Diffusion ModelsCode2
Dissimilarity Mixture Autoencoder for Deep ClusteringCode1
CrowdDiff: Multi-hypothesis Crowd Density Estimation using Diffusion ModelsCode1
Distribution-Consistent Modal Recovering for Incomplete Multimodal LearningCode1
Density estimation using Real NVPCode1
Density estimation on low-dimensional manifolds: an inflation-deflation approachCode1
AdaCat: Adaptive Categorical Discretization for Autoregressive ModelsCode1
Detecting and repairing arbitrage in traded option pricesCode1
Diagnosing and Fixing Manifold Overfitting in Deep Generative ModelsCode1
Diffusion Models With Learned Adaptive NoiseCode1
Diffusion Normalizing FlowCode1
Densely connected normalizing flowsCode1
Density Deconvolution with Normalizing FlowsCode1
DEnsity: Open-domain Dialogue Evaluation Metric using Density EstimationCode1
DR.VIC: Decomposition and Reasoning for Video Individual CountingCode1
DEANN: Speeding up Kernel-Density Estimation using Approximate Nearest Neighbor SearchCode1
TSDS: Data Selection for Task-Specific Model FinetuningCode1
Decoupling Global and Local Representations via Invertible Generative FlowsCode1
Continuous Language Generative FlowCode1
Controllable Text Generation via Probability Density Estimation in the Latent SpaceCode1
Conditional Variational Image DerainingCode1
Conditional Measurement Density Estimation in Sequential Monte Carlo via Normalizing FlowCode1
Continuous Mixtures of Tractable Probabilistic ModelsCode1
A Coupled Flow Approach to Imitation LearningCode1
Counting with Focus for FreeCode1
Continuous Contrastive Learning for Long-Tailed Semi-Supervised RecognitionCode1
DEAP Cache: Deep Eviction Admission and Prefetching for CacheCode1
Convex Potential Flows: Universal Probability Distributions with Optimal Transport and Convex OptimizationCode1
Denoising Normalizing FlowCode1
A friendly introduction to triangular transportCode1
Deep Energy Estimator NetworksCode1
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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