English

Improved Replicable Boosting with Majority-of-Majorities

Machine Learning 2025-02-05 v2

Abstract

We introduce a new replicable boosting algorithm which significantly improves the sample complexity compared to previous algorithms. The algorithm works by doing two layers of majority voting, using an improved version of the replicable boosting algorithm introduced by Impagliazzo et al. [2022] in the bottom layer.

Keywords

Cite

@article{arxiv.2501.18388,
  title  = {Improved Replicable Boosting with Majority-of-Majorities},
  author = {Kasper Green Larsen and Markus Engelund Mathiasen and Clement Svendsen},
  journal= {arXiv preprint arXiv:2501.18388},
  year   = {2025}
}

Comments

13 pages

R2 v1 2026-06-28T21:25:41.596Z