Learning conditional distributions on continuous spaces

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

A Unified Analysis of Nonstochastic Delayed Feedback for Combinatorial Semi-Bandits, Linear Bandits, and MDPs

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Error bounds for particle gradient descent, and extensions of the log-Sobolev and Talagrand inequalities

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Linear Hypothesis Testing in High-Dimensional Expected Shortfall Regression with Heavy-Tailed Errors

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Efficient Numerical Integration in Reproducing Kernel Hilbert Spaces via Leverage Scores Sampling

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Distribution Free Tests for Model Selection Based on Maximum Mean Discrepancy with Estimated Parameters

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Statistical field theory for Markov decision processes under uncertainty

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Bayesian Data Sketching for Varying Coefficient Regression Models

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Bagged k-Distance for Mode-Based Clustering Using the Probability of Localized Level Sets

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Linear cost and exponentially convergent approximation of Gaussian Matérn processes on intervals

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Invariant Subspace Decomposition

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Posterior Concentrations of Fully-Connected Bayesian Neural Networks with General Priors on the Weights

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Outlier Robust and Sparse Estimation of Linear Regression Coefficients

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Affine Rank Minimization via Asymptotic Log-Det Iteratively Reweighted Least Squares

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Causal Effect of Functional Treatment

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Uplift Model Evaluation with Ordinal Dominance Graphs

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

High-Dimensional L2-Boosting: Rate of Convergence

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Feature Learning in Finite-Width Bayesian Deep Linear Networks with Multiple Outputs and Convolutional Layers

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

How good is your Laplace approximation of the Bayesian posterior? Finite-sample computable error bounds for a variety of useful divergences

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text

Integral Probability Metrics Meet Neural Networks: The Radon-Kolmogorov-Smirnov Test

Subjects: “…Artificial Intelligence & Machine Learning…”
Get full text