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 901950 of 1394 papers

TitleStatusHype
Plots of the cumulative differences between observed and expected values of ordered Bernoulli variates0
Graphical Normalizing FlowsCode1
Unsupervised Discretization by Two-dimensional MDL-based HistogramCode0
An efficient manifold density estimator for all recommendation systemsCode1
Fully probabilistic quasar continua predictions near Lyman-α with conditional neural spline flowsCode0
OT-Flow: Fast and Accurate Continuous Normalizing Flows via Optimal TransportCode1
Euclideanizing Flows: Diffeomorphic Reduction for Learning Stable Dynamical SystemsCode1
Consistent and Flexible Selectivity Estimation for High-Dimensional DataCode0
Learning Deep Models from Synthetic Data for Extracting Dolphin Whistle Contours0
Variational Hyper-Encoding Networks0
HOG, LBP and SVM based Traffic Density Estimation at IntersectionCode1
Sum-Product-Transform Networks: Exploiting Symmetries using Invertible TransformationsCode1
A Triangular Network For Density EstimationCode0
A new effective and efficient measure for outlying aspect mining0
Deep Photon Mapping0
Conditional Variational Image DerainingCode1
Roundtrip: A Deep Generative Neural Density EstimatorCode1
Robust Density Estimation under Besov IPM Losses0
Anomaly Detection in Trajectory Data with Normalizing Flows0
Decoupling Global and Local Representations via Invertible Generative FlowsCode1
Exemplar VAE: Linking Generative Models, Nearest Neighbor Retrieval, and Data AugmentationCode1
Normalizing Flows with Multi-Scale Autoregressive PriorsCode1
TraDE: Transformers for Density Estimation0
Flows for simultaneous manifold learning and density estimationCode1
CNN-based Density Estimation and Crowd Counting: A SurveyCode2
Unpacking Information Bottlenecks: Unifying Information-Theoretic Objectives in Deep Learning0
Gryffin: An algorithm for Bayesian optimization of categorical variables informed by expert knowledge0
Nearest Neighbor Dirichlet MixturesCode0
Multilevel Monte Carlo with Numerical Smoothing for Robust and Efficient Computation of Probabilities and Densities0
Interpolation Technique to Speed Up Gradients Propagation in Neural ODEsCode1
Noise Estimation Using Density Estimation for Self-Supervised Multimodal LearningCode0
Optimally adaptive Bayesian spectral density estimation for stationary and nonstationary processes0
NAS-Count: Counting-by-Density with Neural Architecture Search0
Gradient Boosted Normalizing FlowsCode1
Modeling Continuous Stochastic Processes with Dynamic Normalizing FlowsCode1
Estimating a Null Model of Scientific Image Reuse to Support Research Integrity Investigations0
VFlow: More Expressive Generative Flows with Variational Data AugmentationCode1
Kernel interpolation with continuous volume sampling0
Likelihood-free inference of experimental Neutrino Oscillations using Neural Spline Flows0
Gaussian Mixture Reduction with Composite Transportation DivergenceCode0
Schoenberg-Rao distances: Entropy-based and geometry-aware statistical Hilbert distancesCode0
On the Discrepancy between Density Estimation and Sequence Generation0
Latent Variable Modelling with Hyperbolic Normalizing FlowsCode1
Universal Value Density Estimation for Imitation Learning and Goal-Conditioned Reinforcement LearningCode0
Average-case Acceleration Through Spectral Density Estimation0
Asymmetric Cell Transmission Model-Based, Ramp-Connected Robust Traffic Density Estimation under Bounded Disturbances0
Cross-modal variational inference for bijective signal-symbol translation0
Characterizing Structural Regularities of Labeled Data in Overparameterized ModelsCode1
How to train your neural ODE: the world of Jacobian and kinetic regularizationCode1
Stochastic geometry to generalize the Mondrian Process0
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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