ملف الباحث
Gintare Karolina Dziugaite
ورقتان في مجموعة PaperMetrix
المنشورات
أوراق هذا المؤلف
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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 …
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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 …