AI & ML
Almost every Boolean function has central threshold degree
arXiv math.IT0 views
arXiv:2610.15057v2 Announce Type: replace-cross Abstract: The polynomial threshold degree (or threshold degree) of a Boolean function is the least degree of a real polynomial whose sign represents it. We prove that almost every Boolean function has polynomial threshold degree among the central one or two integers. More precisely, a uniformly chosen Boolean function on $n$ variables has threshold degree either $\lfloor n/2\rfloor$ or $\lceil n/2\rceil$, except with probability at most $\exp(-c2^{n/2}/n)$, for an absolute constant $c>0$ and all sufficiently large $n$. The paper proves a 1991 conjecture of Aspnes, Beigel, Furst and Rudich. It also proves a 1991 conjecture of Wang and Williams for even $n$ and its main concentration assertion for odd $n$. A parity example gives a lower bound on the exceptional probability whose exponent differs from ours by a factor of order $n$. The proof relates polynomial sign representation to recovery of Reed--Muller codes from random erasures, and combines sharp-threshold estimates with bounds on generalized Hamming weights and minimum distance.
Source:https://arxiv.org/abs/2610.15057PreviousCentral limit theorem in R\'enyi divergence for lattice random variablesNextText-Only LLM Correctors Break Correct Transcripts: A Repair-Damage Analysis of Audio Grounding in ASR Error Correction
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