OpenAI claim summary for CS-16
computer sciencemathematicsTop Open Problemscontributionliterature_reportClaim: literature report
Summary of a claim published in openai/math; not a claim by this platform.
The lower bound is for the depth-three OR--AND--OR model with its stated gate conventions. This problem allows unrestricted binary circuits, and a depth-restricted lower bound does not give the requested general circuit separation.
Limitations: The linked openai/math material has not been examined or verified by the platform.
Manuscript
Contents
Superlinear Circuit Lower Bounds for Explicit Boolean Functions
OpenAI's claim
OpenAI presents the following claims relevant to this question, with manuscript numbers following paper order in Sources. In manuscript 1 (family 112; 2026-09-23), the asserted result is that one polynomial-time language eventually needs more than $2^{A\sqrt n}$ depth-three OR--AND--OR gates for every fixed $A$.Mathematical statement of the claimed result
Manuscript 1.
The claim constructs one language $L\subseteq\{0,1\}^*$ decidable by a fixed deterministic Turing machine in polynomial time. For its length-$n$ Boolean function $f_n$ and minimum size $S_3(f_n)$ of circuits with three successive unbounded-fan-in layers OR--AND--OR, literal inputs and optional bottom constants, and free input negations, it asserts \[ \lim_{n\to\infty}\frac{\log_2S_3(f_n)}{\sqrt n}=\infty, \quad\text{equivalently}\quad \forall A>0\ \exists N_A\ \forall n\ge N_A:\ S_3(f_n)>2^{A\sqrt n}. \] The circuit family may be nonuniform, and there is no bound on bottom fan-in. The size counts every AND or OR gate, including gates in the bottom layer and the output gate.Outline of the argument
For manuscript 1 (family 112; 2026-09-23), a random restriction expresses moderately wide CNFs as signed combinations of constant-width CNFs with controlled total coefficient mass. A fixed hard-slice language has low correlation with those tests, so no bounded number of middle gates can cover its positive inputs.Formal verification
For manuscript 1 (family 112; 2026-09-23), OpenAI lists Lean statements for this assertion: one polynomial-time language eventually needs more than $2^{A\sqrt n}$ depth-three OR--AND--OR gates for every fixed $A$.This coverage does not establish a formal proof of the complete problem as stated here.
The linked family Comparator checks are DepthThree.lean.
Their named declarations include OAI.DepthThreeLowerBound.exists_polynomial_time_language_depth_three_lower_bound.
This site has not executed the Lean code. Described statement coverage is not an independent proof check.
Status caveat
The manuscripts were produced by an internal OpenAI model. OpenAI cautions that results without formalization can contain mistakes. This site has not independently checked the proofs; the label records the scope of OpenAI's claim.Sources
- OpenAI, Beyond the Square-Root Exponent for Depth-Three Boolean Circuits, 2026-09-23; citation key
OAI:Beyond-the-Square-Root-Exponent-for-Depth-Three-Boolean-Circuits-September-23-2026. PDF (GitHub); PDF (direct); Manuscript page and citation; Latest version; Statement source: thm:main. - Family 112: Lean scope.
- Comparator DepthThree.json.
- Comparator DepthThree.lean.
- OpenAI catalogue entry.