English

High-arity Sample Compression

Machine Learning 2026-05-15 v2

Abstract

Recently, a series of works have started studying variations of concepts from learning theory for product spaces, which can be collected under the name high-arity learning theory. In this work, we consider a high-arity variant of sample compression schemes and we prove that the existence of a high-arity sample compression scheme of non-trivial quality implies high-arity PAC learnability.

Keywords

Cite

@article{arxiv.2605.12465,
  title  = {High-arity Sample Compression},
  author = {Leonardo N. Coregliano and William Opich},
  journal= {arXiv preprint arXiv:2605.12465},
  year   = {2026}
}

Comments

29 pages v2: corrected minor typos