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cs.LG2022
Low-degree learning and the metric entropy of polynomials
Alexandros Eskenazis, Paata Ivanisvili, Lauritz Streck
Let be the class of all functions on the -dimensional discrete hypercube of degree at most . In the first part of this paper, we p…
cs.LG2021
Learning low-degree functions from a logarithmic number of random queries
Alexandros Eskenazis, Paata Ivanisvili
We prove that every bounded function of degree at most can be learned with -accuracy and confidence from $\log(\tfrac{n}δ)\,\va…