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

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.

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