Remarks on the Discrete Cube
Talkat Probability, Geometry, and Computation in High Dimensions Boot Camp (Simons Institute, Fall 2020) · 2020-08-19..08-28
summary
Boolean functions on the discrete cube beat the usual Poincaré bound by two mechanisms: replace L2 by an L1 Poincaré inequality to remove a square, and exploit much faster semigroup decay for low-influence functions. The quantitative claim is that for f:{±1}^n→{0,1} equilibrium arrives at time T = O(1 / log(1 / Σ_i Inf_i(f)^2), so Var(P_T f) ≤ ½ Var(f), yielding Talagrand‑style bounds (extra log n factor on max influence). Proof uses semigroup interpolation, an AM–GM reverse trick, tensorization and the Efron–Stein martingale. The tribes construction attains the extremal behavior.
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