Density Estimation

A Data-Augmented Contrastive Learning Approach to Nonparametric Density Estimation JMLR 2026 DDPM Score Matching and Distribution Learning (Extended Abstract) COLT 2026 Deconvolution in unlinked linear models JMLR 2026 Density estimation for Hellinger via minimum-distance estimators: mixtures of Gaussians, log-concave, and more COLT 2026 Error Analysis for Deep ReLU Feedforward Density-Ratio Estimation with Bregman Divergence JMLR 2026 Fast algorithms for learning a Gaussian under halfspace truncation with optimal sample complexity COLT 2026 Finite Sample Bounds for Learning with Score Matching COLT 2026 Minimax density estimation in the adversarial framework under local differential privacy JMLR 2026 Nonparametric Estimation of a Factorizable Density using Diffusion Models JMLR 2026 RC-NF: Robot-Conditioned Normalizing Flow for Real-Time Anomaly Detection in Robotic Manipulation CVPR 2026 Adaptive Convergence Rates for Log-Concave Maximum Likelihood AISTATS 2025 A Multivariate Unimodality Test Harnessing the Dip Statistic of Mahalanobis Distances Over Random Projections UAI 2025 Bagged k-Distance for Mode-Based Clustering Using the Probability of Localized Level Sets JMLR 2025 Conditional Kernel Imitation Learning for Continuous State Environments L4DC 2025 Density Ratio Estimation via Sampling along Generalized Geodesics on Statistical Manifolds AISTATS 2025 Disentangling Uncertainties by Learning Compressed Data Representation L4DC 2025 Hybrid Bernstein Normalizing Flows for Flexible Multivariate Density Regression with Interpretable Marginals UAI 2025 Learning from End User Data with Shuffled Differential Privacy over Kernel Densities ICLR 2025 Learning High-dimensional Gaussians from Censored Data AISTATS 2025 Local Stochastic Sensitivity Analysis For Dynamical Systems AISTATS 2025 Permutation Invariant Functions: Statistical Testing, Density Estimation, and Metric Entropy AISTATS 2025 Training Data Soft Selection via Joint Density Ratio Estimation ACML 2025 Your copula is a classifier in disguise: classification-based copula density estimation AISTATS 2025 $ρ$-GNF: A Copula-based Sensitivity Analysis to Unobserved Confounding Using Normalizing Flows PGM 2024 Anomaly Detection with Variance Stabilized Density Estimation UAI 2024