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

Showing 150 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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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MAFLog-likelihood (nats)3,049Unverified
2DDPMNLL (bits/dim)3.69Unverified
3MRCNFNLL (bits/dim)3.54Unverified
4FFJORDNLL (bits/dim)3.4Unverified
5RNODENLL (bits/dim)3.38Unverified
6Pixel CNNNLL (bits/dim)3.03Unverified
7score SDENLL (bits/dim)2.99Unverified
8Flow matchingNLL (bits/dim)2.99Unverified
9Pixel CNN ++NLL (bits/dim)2.92Unverified
10Image TransformerNLL (bits/dim)2.9Unverified
#ModelMetricClaimedVerifiedStatus
1DVP-VAENLL77.1Unverified
2PaddingFlowMMD-L211Unverified
3FFJORDNLL (bits/dim)0.99Unverified
4RNODENLL (bits/dim)0.97Unverified
5IdentityNLL (bits/dim)0.13Unverified
6MADE MoGLog-likelihood (nats)-1,038.5Unverified
#ModelMetricClaimedVerifiedStatus
1nMDMALog-likelihood1.78Unverified
2DDELog-likelihood0.97Unverified
3B-NAFLog-likelihood0.61Unverified
4FFJORDLog-likelihood0.46Unverified
5MADE MoGLog-likelihood0.4Unverified
6PaddingFlowCD0.14Unverified
#ModelMetricClaimedVerifiedStatus
1TANLog-likelihood159.8Unverified
2FFJORDLog-likelihood157.4Unverified
3B-NAFLog-likelihood157.36Unverified
4MADE MoGLog-likelihood153.71Unverified
5PaddingFlowCD0.5Unverified
#ModelMetricClaimedVerifiedStatus
1GlowNLL (bits/dim)4.09Unverified
2Image TransformerNLL (bits/dim)3.77Unverified
3VDMNLL (bits/dim)3.72Unverified
4i-DODENLL (bits/dim)3.69Unverified
5MuLANNLL (bits/dim)3.67Unverified
#ModelMetricClaimedVerifiedStatus
1B-NAFLog-likelihood12.06Unverified
2DDELog-likelihood9.73Unverified
3FFJORDLog-likelihood8.59Unverified
4MADE MoGLog-likelihood8.47Unverified
5PaddingFlowCD0.89Unverified
#ModelMetricClaimedVerifiedStatus
1PaddingFlowCD13.8Unverified
2DDELog-likelihood-11.3Unverified
3B-NAFLog-likelihood-14.71Unverified
4FFJORDLog-likelihood-14.92Unverified
5MADE MoGLog-likelihood-15.15Unverified
#ModelMetricClaimedVerifiedStatus
1PaddingFlowCD24.5Unverified
2DDELog-likelihood-6.94Unverified
3B-NAFLog-likelihood-8.95Unverified
4FFJORDLog-likelihood-10.43Unverified
5MADE MoGLog-likelihood-12.27Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO98.33Unverified
2B-NAFNegative ELBO94.83Unverified
3DVp-VAENLL89.07Unverified
4PaddingFlowMMD-L220.3Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO104.03Unverified
2B-NAFNegative ELBO94.91Unverified
3PaddingFlowMMD-L217.9Unverified
#ModelMetricClaimedVerifiedStatus
1FFJORDNegative ELBO4.39Unverified
2B-NAFNegative ELBO4.33Unverified
3PaddingFlowMMD-L20.62Unverified
#ModelMetricClaimedVerifiedStatus
1RNODELog-likelihood1.04Unverified
#ModelMetricClaimedVerifiedStatus
1MAFLog-likelihood5,872Unverified
#ModelMetricClaimedVerifiedStatus
1RNODELog-likelihood3.83Unverified