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Keyword: klsconjecture

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  • Solving a 31-year-old grand challenge in mathematics – the KLS conjecture

    10/23/2026 6:59:03 AM PDT · by BenLurkin · 8 replies
    microsoft.com ^ | October 21, 2026 | Xinzhi Zhang , Senior Researcher
    For decades, a fundamental question about the difficulty of computing in high-dimensional spaces has resisted proof. New research resolves this question, removing a major theoretical obstacle to understanding the efficiency of randomized algorithms used across science and computing. The Kannan–Lovász–Simonovits (KLS) conjecture was proposed in 1995. It asks whether, for a broad class of high-dimensional probability distributions, the best flat or hyperplane cut is always nearly as effective as the best cut of any shape. More precisely, KLS predicts that the two differ by no more than a universal constant, regardless of the number of dimensions. This would establish a...