Maximum Causal Entropy IRL in Mean-Field Games and GNEP Framework for Forward RL

Get full text

Degree of Interference: A General Framework For Causal Inference Under Interference

Get full text

Quantifying the Effectiveness of Linear Preconditioning in Markov Chain Monte Carlo

Get full text

Sparse SVM with Hard-Margin Loss: a Newton-Augmented Lagrangian Method in Reduced Dimensions

Get full text

On Model Identification and Out-of-Sample Prediction of PCR with Applications to Synthetic Controls

Get full text

Bayesian Scalar-on-Image Regression with a Spatially Varying Single-layer Neural Network Prior

Get full text

DRM Revisited: A Complete Error Analysis

Get full text

Principled Penalty-based Methods for Bilevel Reinforcement Learning and RLHF

Get full text

Precise High-Dimensional Asymptotics for Quantifying Heterogeneous Transfers

Get full text

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