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A uniform Hilbert transform estimate for Lipschitz directions

OpenAI · September 25, 2026

Lean

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Abstract

We prove a uniform L2 bound for the Hilbert transform along a Lipschitz unit vector field in the plane, with integration restricted to a fixed absolute multiple of the reciprocal Lipschitz seminorm. The bound is uniform in the inner truncation and holds for fields depending on both coordinates. This gives an affirmative answer to Stein's weak-$(2,2)$ conjecture.

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Notes

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work in progress

Collected automatically by AI tools (Claude Opus 5.5 and GPT-6 Astra, 2026-10-21) and not checked by a person. May be wrong or incomplete. Report an error.

Formalization

  • OpenAI math release, Lean scope notes for family 083: Hilbert transforms along Lipschitz directions (lean/docs/083.md, 2026). The release's own scope notes say the formalization proves inner-truncation-uniform $L^2$ bounds for hard truncations with $0<\varepsilon\le R\le 1/(10^6K)$ for $K$-Lipschitz unit fields, plus principal-value, weak-(2,2) and $L^2$-extension statements at a fixed short scale for 1-Lipschitz fields. [family-level]
  • OpenAI, LipschitzHilbert.lean (comparator statement) (openai/math, commit adc7f12). This is a statement-only file (proofs left as sorry) giving the theorems main (with ShortHilbertConclusion a C) and uniform_truncation that the formal proof is checked against. [family-level]
  • OpenAI, Main.lean (OAI.LipschitzHilbert.main) (openai/math, commit adc7f12). This is the Lean proof file for main and uniform_truncation; it calls laceyLiInput_proved and imports modules including Geometry/LaceyLiProof, so the external Lacey–Li input appears to be formalized as well. [family-level]

Possibly relevant literature (found by the agent, not checked)

  • I. Assani, On A. Zygmund differentiation conjecture (arXiv:math/0609827, 2006). The introduction traces Stein's question to Zygmund's differentiation conjecture for Lipschitz fields; this preprint proves a Zygmund-type differentiation result for rescaled Lipschitz fields at shifts below the reciprocal Lipschitz constant, matching the short-scale normalisation used here.
  • N. Liu and H. Yu, Hilbert transforms along variable planar curves: Lipschitz regularity (arXiv:2104.12058, 2021). It proves $L^p$ bounds for Hilbert transforms along variable curves depending on a two-variable function with small Lipschitz norm, a curved, non-directional relative of the paper's Lipschitz-only hypotheses.

Digests and expositions

  • Latent Seminar, Hilbert transforms along Lipschitz directions (6 October 2026). This exposition distinguishes uniform truncation bounds from maximal-truncation estimates and outlines the frequency-band reduction, constant-one phase inequality and angular hierarchy, while explicitly disclaiming independent verification of the complete proofs. [family-level]

Elsewhere

Independent sites; their content is not reviewed here.

Cite

@misc{OAI:A-uniform-Hilbert-transform-estimate-for-Lipschitz-directions-September-25-2026,
  author = {{OpenAI}},
  title = {{A uniform Hilbert transform estimate for Lipschitz directions}},
  howpublished = {OpenAI Math Release preprint
                  \href{https://github.com/openai/math/blob/main/preprints/A-uniform-Hilbert-transform-estimate-for-Lipschitz-directions-September-25-2026/main.pdf}{OAI:A-uniform-Hilbert-transform-estimate-for-Lipschitz-directions-September-25-2026}},
  year = {2026}
}

Lean formalization

OpenAI provides Lean files for this family: lean/docs/083.md. The Lean statements have not been checked by people against the paper's claims.

Family 083: Hilbert transforms along Lipschitz directions

Proves a uniform strong L2 bound for the planar Hilbert transform along any Lipschitz unit vector field, at integration lengths bounded by an absolute multiple of its reciprocal Lipschitz constant. The estimate is uniform over inner truncations and yields an L2-bounded principal-value operator, establishing Stein's weak-type conjecture at this short scale.

This is the only paper in this family.