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Learning low-degree functions from a logarithmic number of random queries

Machine Learning 2022-03-10 v3 Functional Analysis Machine Learning

Abstract

We prove that every bounded function f:{1,1}n[1,1]f:\{-1,1\}^n\to[-1,1] of degree at most dd can be learned with L2L_2-accuracy ε\varepsilon and confidence 1δ1-\delta from log(nδ)εd1Cd3/2logd\log(\tfrac{n}{\delta})\,\varepsilon^{-d-1} C^{d^{3/2}\sqrt{\log d}} random queries, where C>1C>1 is a universal finite constant.

Keywords

Cite

@article{arxiv.2109.10162,
  title  = {Learning low-degree functions from a logarithmic number of random queries},
  author = {Alexandros Eskenazis and Paata Ivanisvili},
  journal= {arXiv preprint arXiv:2109.10162},
  year   = {2022}
}
R2 v1 2026-06-24T06:10:56.333Z