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Gintare Karolina Dziugaite

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. In Defense of Uniform Convergence: Generalization via derandomization with an application to interpolating predictors

    2019 · arXiv (Cornell University)

    We propose to study the generalization error of a learned predictor $\hat h$ in terms of that of a surrogate (potentially randomized) predictor that is coupled to $\hat h$ and designed to trade empirical risk …

  2. Towards a Unified Information-Theoretic Framework for Generalization

    2021 · arXiv (Cornell University)

    In this work, we investigate the expressiveness of the conditional mutual information (CMI) framework of Steinke and Zakynthinou (2020) and the prospect of using it to provide a unified framework for proving generalization bounds in …