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Structure Of Boolean Almost Low Degree Functions On The Biased Cube

Talkat Structural Results 2023 · 2023-07-20..07-27· [machine-learning]
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Claims precise structural descriptions: on the p‑biased cube any degree‑d real polynomial f that is ε‑close in L2 to Boolean has (after possibly negating) an explicit p‑biased FKN form: f is O(ε)-close to a sparse, quantized degree‑d polynomial whose support size and each link size are O(ε/p^e) (for d=1 this gives at most O(√ε/p+1) coordinates and O(√ε+p) closeness to a constant); on the symmetric group degree‑1 functions are O(√ε)-close to a row/column dictator and O(ε)-close to unions of nearly disjoint cosets. Proof builds a global g by sampling S ~ μ2p then y ~ μ1/2, applies FKN/Kindler–Safra and pastes via plurality/majority and agreement theorem arguments; the constructions yield the stated quantitative bounds and are tight up to constants.

AI-written summary · about

  1. 0:00Introduction to Boolean closeness
  2. 3:24The FKN and Kindler-Safra theorems
  3. 7:01Input domains: biased cube and symmetric group
  4. 11:09P-biased FKN theorem
  5. 18:55Symmetric group analysis
  6. 23:26Stability and structural properties
  7. 36:10The degree D case
  8. 40:03Sparse constraints and minimal inputs
  9. 50:51Proofs and open questions
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