Wainwright, Martin

14 publications

AISTATS 2023 Krylov–Bellman Boosting: Super-Linear Policy Evaluation in General State Spaces Eric Xia, Martin Wainwright

JMLR 2023 Revisiting Minimum Description Length Complexity in Overparameterized Models Raaz Dwivedi, Chandan Singh, Bin Yu, Martin Wainwright

ICML 2022 A New Similarity Measure for Covariate Shift with Applications to Nonparametric Regression Reese Pathak, Cong Ma, Martin Wainwright

COLT 2022 Optimal and Instance-Dependent Guarantees for Markovian Linear Stochastic Approximation Wenlong Mou, Ashwin Pananjady, Martin Wainwright, Peter Bartlett

COLT 2022 ROOT-SGD: Sharp Nonasymptotics and Asymptotic Efficiency in a Single Algorithm Chris Junchi Li, Wenlong Mou, Martin Wainwright, Michael Jordan

ICML 2022 Stabilizing Q-Learning with Linear Architectures for Provable Efficient Learning Andrea Zanette, Martin Wainwright

AISTATS 2020 Sharp Analysis of Expectation-Maximization for Weakly Identifiable Models Raaz Dwivedi, Nhat Ho, Koulik Khamaru, Martin Wainwright, Michael Jordan, Bin Yu

AISTATS 2019 Derivative-Free Methods for Policy Optimization: Guarantees for Linear Quadratic Systems Dhruv Malik, Ashwin Pananjady, Kush Bhatia, Koulik Khamaru, Peter Bartlett, Martin Wainwright

ICML 2018 Convergence Guarantees for a Class of Non-Convex and Non-Smooth Optimization Problems Koulik Khamaru, Martin Wainwright

ICML 2018 Learning to Explain: An Information-Theoretic Perspective on Model Interpretation Jianbo Chen, Le Song, Martin Wainwright, Michael Jordan

ICML 2018 SAFFRON: An Adaptive Algorithm for Online Control of the False Discovery Rate Aaditya Ramdas, Tijana Zrnic, Martin Wainwright, Michael Jordan

ICML 2016 Stochastically Transitive Models for Pairwise Comparisons: Statistical and Computational Issues Nihar Shah, Sivaraman Balakrishnan, Aditya Guntuboyina, Martin Wainwright

ICML 2015 Distributed Estimation of Generalized Matrix Rank: Efficient Algorithms and Lower Bounds Yuchen Zhang, Martin Wainwright, Michael Jordan

JMLR 2015 Divide and Conquer Kernel Ridge Regression: A Distributed Algorithm with Minimax Optimal Rates Yuchen Zhang, John Duchi, Martin Wainwright