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A. Vasilyan

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#machine learning Preprint Sep 2026

Efficient Robust Learning at the Information-Theoretic Limit

In an important recent work, Blanc (2026) gave an algorithm for robustly learning Boolean concept classes with respect to a fixed distribution that outputs a (randomized) classifier achieving the optimal error of $\eta + \varepsilon$ where $\eta$ is the noise rate. In contrast, it is well known that deterministic hypot...

Adam R. Klivans, Konstantinos Stavropoulos, S. Tikhonov et al. · 0 citations

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