conditional density estimation

Towards Offline Imitation Learning: Strictly Batch Settings, Generalization, and Variability in Expertise AAAI 2026 Markov Balance Satisfaction Improves Performance in Strictly Batch Offline Imitation Learning AAAI 2025 Masked Language Modeling Becomes Conditional Density Estimation for Tabular Data Synthesis AAAI 2025 Mixup Regularization: A Probabilistic Perspective UAI 2025 Unconditionally Calibrated Priors for Beta Mixture Density Networks AISTATS 2025 Conditional Density Estimation with Histogram Trees NeurIPS 2024 Neural-Kernel Conditional Mean Embeddings ICML 2024 Sample-efficient neural likelihood-free Bayesian inference of implicit HMMs AISTATS 2024 Winner-takes-all learners are geometry-aware conditional density estimators ICML 2024 Wasserstein Distributional Learning via Majorization-Minimization AISTATS 2023 Deconvolutional Density Network: Modeling Free-Form Conditional Distributions AAAI 2022 LinCDE: Conditional Density Estimation via Lindsey's Method JMLR 2022 Posterior Matching for Arbitrary Conditioning NeurIPS 2022 Semi-supervised Conditional Density Estimation with Wasserstein Laplacian Regularisation AAAI 2022 Arbitrary Conditional Distributions with Energy NeurIPS 2021 Graph Mixture Density Networks ICML 2021 Noise Contrastive Meta-Learning for Conditional Density Estimation using Kernel Mean Embeddings AISTATS 2021 Set Prediction without Imposing Structure as Conditional Density Estimation ICLR 2021 Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures PGM 2020 Gaussian Process Conditional Density Estimation NeurIPS 2018 Kernel Conditional Exponential Family AISTATS 2018 Simultaneous Learning of Trees and Representations for Extreme Classification and Density Estimation ICML 2017 Fast ε-free Inference of Simulation Models with Bayesian Conditional Density Estimation NeurIPS 2016 Nonparametric Estimation of Multi-View Latent Variable Models ICML 2014 Multiscale Dictionary Learning for Estimating Conditional Distributions NeurIPS 2013