Score-based Causal Representation Learning: Linear and General Transformations

Get full text

On the Statistical Properties of Generative Adversarial Models for Low Intrinsic Data Dimension

Get full text

Prominent Roles of Conditionally Invariant Components in Domain Adaptation: Theory and Algorithms

Get full text

Near-Optimal Nonconvex-Strongly-Convex Bilevel Optimization with Fully First-Order Oracles

Get full text

Adaptive Distributed Kernel Ridge Regression: A Feasible Distributed Learning Scheme for Data Silos

Get full text

On Global and Local Convergence of Iterative Linear Quadratic Optimization Algorithms for Discrete Time Nonlinear Control

Get full text

A Decentralized Proximal Gradient Tracking Algorithm for Composite Optimization on Riemannian Manifolds

Get full text

Learning conditional distributions on continuous spaces

Get full text

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

Get full text

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

Get full text

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

Get full text

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

Get full text

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

Get full text

Statistical field theory for Markov decision processes under uncertainty

Get full text

Bayesian Data Sketching for Varying Coefficient Regression Models

Get full text

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

Get full text

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

Get full text

Invariant Subspace Decomposition

Get full text

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

Get full text

Outlier Robust and Sparse Estimation of Linear Regression Coefficients

Get full text