~/talk

It ain't over till it's over

Talkat Beyond the Boolean Cube 2023 · 2023-06-26..06-29· [machine-learning]
name:Pei Wu
links:none on file
slides:none on file

Balanced Boolean functions with variance Ω(1) and max influence τ remain nonconstant with overwhelming probability after fixing all but a \tilde{Ω}((log 1/τ)^{-1}) fraction of coordinates (equivalently keeping p ≈ 1/log(1/τ) coordinates alive up to polylog factors); the bound is tight (tribes AND_{n/C log n} ◦ OR_{C log n} witnesses optimality). Proof uses a conditioned random‑restriction/martingale process plus hypercontractivity and KL/divergence entropy estimates and yields nontrivial variance with probability 1−o(1).

AI-written summary · about

  1. 0:00Intro
  2. 1:12Examples
  3. 3:04Functions with small influences
  4. 6:00Random restrictions
  5. 11:04One application
  6. 14:07Condorcet Method
  7. 22:22Two random processes
  8. 30:16Controlled Process
  9. 38:14Analysis
  10. 39:35Partial derivatives remain small
  11. 41:09Switch to continuous process
  12. 42:59Partial derivatives under uniform process
  13. 51:46Entropy comparison
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