Samplinglib
Lean gate passed 2026-08-19T06:04:36.257124+00:00 · 77184245109a
9.2 · Book p. 234 · PDF p. 246

Query Complexity in One Dimension

Constructs one-dimensional hard instances and turns indistinguishability under queries into sampling lower bounds.

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Place in the proof route

The chapter uses this material in the route toward One-dimensional constructions yield nontrivial smooth log-concave sampling lower bounds. The declaration-level source map is intentionally left inside the formalization layer until exact theorem anchors have been audited.

Why is this valid?

Chapter-level validity conditions

  • The oracle transcript and algorithmic randomization must be represented explicitly.
  • Pairwise divergence bounds need the exact observation law.
  • The hard family must remain inside the stated target class.
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No declaration-level mapping has been accepted for this section. This is a route status, not a failed Lean declaration.