nonparametric estimation

Treatment Effects Estimation By Uniform Transformer ICLR 2024 A Likelihood Approach to Nonparametric Estimation of a Singular Distribution Using Deep Generative Models JMLR 2023 Approximation and non-parametric estimation of functions over high-dimensional spheres via deep ReLU networks ICLR 2023 Efficient Non-parametric Neural Density Estimation and Its Application to Outlier and Anomaly Detection AAAI 2023 Instrumental Variable Estimation of Average Partial Causal Effects ICML 2023 Minimax Instrumental Variable Regression and L_2 Convergence Guarantees without Identification or Closedness COLT 2023 Nonparametric Indirect Active Learning AISTATS 2023 Adaptive Greedy Algorithm for Moderately Large Dimensions in Kernel Conditional Density Estimation JMLR 2022 Causal inference with treatment measurement error: a nonparametric instrumental variable approach UAI 2022 Change point localization in dependent dynamic nonparametric random dot product graphs JMLR 2022 Contextual Dynamic Pricing with Unknown Noise: Explore-then-UCB Strategy and Improved Regrets NeurIPS 2022 LinCDE: Conditional Density Estimation via Lindsey's Method JMLR 2022 Mean-field nonparametric estimation of interacting particle systems COLT 2022 Modeling extremes with d-max-decreasing neural networks UAI 2022 Multiple Testing in Nonparametric Hidden Markov Models: An Empirical Bayes Approach JMLR 2022 Nonparametric adaptive control and prediction: theory and randomized algorithms JMLR 2022 Nonparametric Neighborhood Selection in Graphical Models JMLR 2022 Nonparametric Uncertainty Quantification for Single Deterministic Neural Network NeurIPS 2022 On Well-posedness and Minimax Optimal Rates of Nonparametric Q-function Estimation in Off-policy Evaluation ICML 2022 Robust Kernel Density Estimation with Median-of-Means principle ICML 2022 Adaptive estimation of nonparametric functionals JMLR 2021 A Statistical Taylor Theorem and Extrapolation of Truncated Densities COLT 2021 Beyond the Signs: Nonparametric Tensor Completion via Sign Series NeurIPS 2021 Consistent estimation of small masses in feature sampling JMLR 2021 Counterfactual Mean Embeddings JMLR 2021