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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 701–750 of 1394 papers

TitleStatusHype
Sub-linear Memory Sketches for Near Neighbor Search on Streaming Data—0
RANGE: Retrieval Augmented Neural Fields for Multi-Resolution Geo-Embeddings—0
Rapid parametric density estimation—0
Rate-optimal Meta Learning of Classification Error—0
Rates of convergence for density estimation with generative adversarial networks—0
Recurrent Estimation of Distributions—0
Reducing The Mismatch Between Marginal and Learned Distributions in Neural Video Compression—0
Regularized Multi-Task Learning for Multi-Dimensional Log-Density Gradient Estimation—0
Relational Attention Network for Crowd Counting—0
Relaxed Softmax for learning from Positive and Unlabeled data—0
Representation Learning with Information Theory for COVID-19 Detection—0
Reproducing Kernels and New Approaches in Compositional Data Analysis—0
Research on the Dynamic Evolution and Influencing Factors of Energy Resilience in China—0
Rethinking Discrete Tokens: Treating Them as Conditions for Continuous Autoregressive Image Synthesis—0
Rethinking Graph Out-Of-Distribution Generalization: A Learnable Random Walk Perspective—0
Revisiting IM2GPS in the Deep Learning Era—0
Revisiting Le Cam's Equation: Exact Minimax Rates over Convex Density Classes—0
Riemannian Diffusion Schrödinger Bridge—0
RNADE: The real-valued neural autoregressive density-estimator—0
Robust and integrative Bayesian neural networks for likelihood-free parameter inference—0
Robust density estimation over star-shaped density classes—0
Robust Density Estimation under Besov IPM Losses—0
Robust Ellipsoid-specific Fitting via Expectation Maximization—0
Robust EM algorithm for model-based curve clustering—0
Robust Feature Matching with Alternate Hough and Inverted Hough Transforms—0
Designing Robust Transformers using Robust Kernel Density Estimation—0
Robust Imitation via Mirror Descent Inverse Reinforcement Learning—0
Robust Kernel Density Estimation by Scaling and Projection in Hilbert Space—0
Robust Low Rank Kernel Embeddings of Multivariate Distributions—0
Robust modal regression with direct log-density derivative estimation—0
Robust multi-item auction design using statistical learning: Overcoming uncertainty in bidders' types distributions—0
Robust Multi-Modal Density Estimation—0
Robust Non-parametric Knowledge-based Diffusion Least Mean Squares over Adaptive Networks—0
Robust parametric modeling of Alzheimer's disease progression—0
Robust Stochastic Configuration Networks with Kernel Density Estimation—0
Robust Trajectory-based Density Estimation for Geometric Structure Recovery: Theory and Applications—0
Rotational Subgroup Voting and Pose Clustering for Robust 3D Object Recognition—0
Rotation Invariant Angular Descriptor Via A Bandlimited Gaussian-like Kernel—0
Sample Complexity Bounds for Estimating Probability Divergences under Invariances—0
Sample Complexity Bounds for Learning High-dimensional Simplices in Noisy Regimes—0
Sample-Efficient Learning of Mixtures—0
Sample-Optimal Density Estimation in Nearly-Linear Time—0
Sampling Constrained Continuous Probability Distributions: A Review—0
Scalable Personalised Item Ranking through Parametric Density Estimation—0
Scalable Training of Mixture Models via Coresets—0
Scale-Aware Network with Regional and Semantic Attentions for Crowd Counting under Cluttered Background—0
SceneGen: Generative Contextual Scene Augmentation using Scene Graph Priors—0
Schrödinger bridge based deep conditional generative learning—0
ViiNeuS: Volumetric Initialization for Implicit Neural Surface reconstruction of urban scenes with limited image overlap—0
Score Change of Variables—0
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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