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 10011050 of 1394 papers

TitleStatusHype
A Two-Stage Stochastic Programming Model for Car-Sharing Problem using Kernel Density Estimation0
Relaxed Softmax for learning from Positive and Unlabeled data0
Outlier Detection in High Dimensional Data0
AutoGMM: Automatic and Hierarchical Gaussian Mixture Modeling in PythonCode0
Conditional Density Estimation Tools in Python and R with Applications to Photometric Redshifts and Likelihood-Free Cosmological InferenceCode0
Variationally Inferred Sampling Through a Refined Bound for Probabilistic ProgramsCode0
Machine and Deep Learning for Crowd Analytics0
MTCNET: Multi-task Learning Paradigm for Crowd Count Estimation0
Density estimation in representation space to predict model uncertainty0
Analyzing the Fine Structure of Distributions0
Unconstrained Monotonic Neural NetworksCode0
Robust parametric modeling of Alzheimer's disease progression0
SpecAE: Spectral AutoEncoder for Anomaly Detection in Attributed Networks0
Bias and variance reduction and denoising for CTF Estimation0
Attend To Count: Crowd Counting with Adaptive Capacity Multi-scale CNNs0
Continuous Graph Flow0
Learn to Scale: Generating Multipolar Normalized Density Maps for Crowd Counting0
BSL: An R Package for Efficient Parameter Estimation for Simulation-Based Models via Bayesian Synthetic Likelihood0
Noise Regularization for Conditional Density EstimationCode0
Batch Uniformization for Minimizing Maximum Anomaly Score of DNN-based Anomaly Detection in Sounds0
Minimizers of the Empirical Risk and Risk MonotonicityCode0
Geodesic Distance Estimation with Spherelets0
Anomaly Subsequence Detection with Dynamic Local Density for Time Series0
Modeling Food Popularity Dependencies using Social Media data0
Content-aware Density Map for Crowd Counting and Density Estimation0
Reweighted Expectation MaximizationCode0
Discrepancy, Coresets, and Sketches in Machine Learning0
Neural Spline FlowsCode1
Reconstruction and Membership Inference Attacks against Generative ModelsCode0
Residual Flows for Invertible Generative ModelingCode1
Toward a Characterization of Loss Functions for Distribution Learning0
Noise Contrastive Meta-Learning for Conditional Density Estimation using Kernel Mean Embeddings0
Estimating Feature-Label Dependence Using Gini Distance StatisticsCode0
Cubic-Spline Flows0
Effective LHC measurements with matrix elements and machine learning0
Temporal Density Extrapolation using a Dynamic Basis Approach0
Smoothing Structured Decomposable CircuitsCode0
Leveraging Heterogeneous Auxiliary Tasks to Assist Crowd Counting0
A Generative Adversarial Density Estimator0
Crowd Counting and Density Estimation by Trellis Encoder-Decoder Networks0
AlignFlow: Cycle Consistent Learning from Multiple Domains via Normalizing FlowsCode0
Kernel Conditional Density Operators0
A unified construction for series representations and finite approximations of completely random measures0
Bivariate Beta-LSTMCode0
HINT: Hierarchical Invertible Neural Transport for Density Estimation and Bayesian InferenceCode0
Dirac Delta Regression: Conditional Density Estimation with Clinical TrialsCode0
Geometric Estimation of Multivariate Dependency0
Crowd Density Estimation using Novel Feature Descriptor0
Deep Unsupervised Cardinality EstimationCode0
Best-scored Random Forest Density Estimation0
Show:102550
← PrevPage 21 of 28Next →

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
7Flow matchingNLL (bits/dim)2.99Unverified
8score SDENLL (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