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

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Showing 1–50 of 1394 papers

TitleStatusHype
Missing value imputation with adversarial random forests -- MissARF—0
3C-FBI: A Combinatorial method using Convolutions for Circle Fitting in Blurry Images—0
Rethinking Discrete Tokens: Treating Them as Conditions for Continuous Autoregressive Image Synthesis—0
Binned semiparametric Bayesian networksCode0
Distilling Normalizing Flows—0
EBC-ZIP: Improving Blockwise Crowd Counting with Zero-Inflated Poisson RegressionCode1
Unsupervised Skill Discovery through Skill Regions Differentiation—0
Scaling-Up the Pretraining of the Earth Observation Foundation Model PhilEO to the MajorTOM DatasetCode0
SENIOR: Efficient Query Selection and Preference-Guided Exploration in Preference-based Reinforcement Learning—0
Measuring multi-calibration—0
Dense Associative Memory with Epanechnikov Energy—0
FunDiff: Diffusion Models over Function Spaces for Physics-Informed Generative ModelingCode2
Exploring bidirectional bounds for minimax-training of Energy-based models—0
Kernel k-Medoids as General Vector Quantization—0
Enabling Probabilistic Learning on Manifolds through Double Diffusion Maps—0
Sensitivity-Aware Density Estimation in Multiple Dimensions—0
Minimax Rates for the Estimation of Eigenpairs of Weighted Laplace-Beltrami Operators on Manifolds—0
Transfer learning for multifidelity simulation-based inference in cosmology—0
TabPFN: One Model to Rule Them All?Code0
Querying Kernel Methods Suffices for Reconstructing their Training DataCode0
Data-driven multi-agent modelling of calcium interactions in cell culture: PINN vs Regularized Least-squares—0
Liouville PDE-based sliced-Wasserstein flow for fair regression—0
Swarm Intelligence Enhanced Reasoning: A Density-Driven Framework for LLM-Based Multi-Agent Optimization—0
Deep Unfolding with Kernel-based Quantization in MIMO Detection—0
CacheFlow: Fast Human Motion Prediction by Cached Normalizing Flow—0
Alternators With Noise Models—0
Space evaluation at the starting point of soccer transitions—0
LGBQPC: Local Granular-Ball Quality Peaks Clustering—0
Anomaly Detection for Non-stationary Time Series using Recurrent Wavelet Probabilistic Neural Network—0
Constrained Online Decision-Making: A Unified Framework—0
Rethinking Graph Out-Of-Distribution Generalization: A Learnable Random Walk Perspective—0
Dequantified Diffusion-Schrödinger Bridge for Density Ratio EstimationCode0
Likelihood-Free Adaptive Bayesian Inference via Nonparametric Distribution Matching—0
Coupled Distributional Random Expert Distillation for World Model Online Imitation Learning—0
Kernel-Based Ensemble Gaussian Mixture Probability Hypothesis Density FilterCode0
Probabilistic Time Series Forecasting of Residential Loads -- A Copula Approach—0
Reviving Any-Subset Autoregressive Models with Principled Parallel Sampling and Speculative DecodingCode1
Score-Debiased Kernel Density Estimation—0
A Unified MDL-based Binning and Tensor Factorization Framework for PDF Estimation—0
On the minimax optimality of Flow Matching through the connection to kernel density estimation—0
DiffMOD: Progressive Diffusion Point Denoising for Moving Object Detection in Remote Sensing—0
Kullback-Leibler excess risk bounds for exponential weighted aggregation in Generalized linear models—0
Unifying and extending Diffusion Models through PDEs for solving Inverse Problems—0
A Scalable Approach to Clustering Embedding ProjectionsCode7
Closed-Loop Neural Operator-Based Observer of Traffic Density—0
DDPM Score Matching and Distribution Learning—0
Online Traffic Density Estimation using Physics-Informed Neural Networks—0
Gaussian Process Tilted Nonparametric Density Estimation using Fisher Divergence Score Matching—0
Quantum Deep Sets and Sequences—0
Density estimation via mixture discrepancy and moments—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