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20202026
most citedTowards Deep Learning Models Resistant to Large Perturbations

2 citations · 2 across the 5 of their papers we have counts for

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cs.LG2026

An Optimal Sauer Lemma Over -ary Alphabets

Steve Hanneke, Qinglin Meng, Shay Moran +1

The Sauer-Shelah-Perles Lemma is a cornerstone of combinatorics and learning theory, bounding the size of a binary hypothesis class in terms of its Vapnik-Chervonenkis (VC) dimensi…

cs.LG2024

Multiclass Transductive Online Learning

Steve Hanneke, Vinod Raman, Amirreza Shaeiri +1

We consider the problem of multiclass transductive online learning when the number of labels can be unbounded. Previous works by Ben-David et al. [1997] and Hanneke et al. [2023b]…