Theoretical computer science·OpenAI Math·Result 112·Lean formalisation listed
Beyond the square-root exponent for depth-three circuits
One of the 372 results in OpenAI's public mathematics catalogue, filed under theoretical computer science: 1 preprint, the latest dated 23 September 2026. This page quotes OpenAI's own summary of the claim, links the paper and abstract, and embeds the animation.
In one line: OpenAI reports a result titled ‘Beyond the square-root exponent for depth-three circuits’ (theoretical computer science) in a preprint dated 23 September 2026. It has not been peer reviewed. The channel's animation, Every OpenAI Math Result, Part 1 of 4: Goldfeld's Conjecture and 82 More, is on YouTube.
Chapter 74 of 83 in Every OpenAI Math Result, Part 1 of 4: Goldfeld's Conjecture and 82 More · starts at 25:22 · watch from there on YouTube →
What OpenAI claims
Constructs a single language in deterministic polynomial time whose n-bit membership function requires 2ω(√n) total gates in unbounded-fan-in OR–AND–OR circuits, at every sufficiently large input length. This crosses the square-root-exponent threshold for explicit depth-three Boolean circuit lower bounds. (Lean)
Paper
Beyond the Square-Root Exponent for Depth-Three Boolean Circuits
OpenAI's abstract We construct a language in deterministic polynomial time whose n-bit membership function requires 2ω(√n) gates in an unbounded-fan-in OR–AND–OR circuit. The bound holds at every sufficiently large input length and counts all gates, including the bottom layer.
Status
Preprint. The paper has not been independently reviewed. Treat the result as OpenAI's claim until other mathematicians have checked it. If a video exists, it illustrates the statement; it is not the proof.
Quick answers
- Is it proven?
- Not independently yet. OpenAI posted a preprint on 23 September 2026; it has not been peer reviewed, so treat the result as OpenAI's claim until other mathematicians have checked it.
- What exactly does OpenAI claim?
- Constructs a single language in deterministic polynomial time whose n-bit membership function requires 2ω(√n) total gates in unbounded-fan-in OR–AND–OR circuits, at every sufficiently large input length. This crosses the square-root-exponent threshold for explicit depth-three Boolean circuit lower bounds. (Lean)
- Where is the proof?
- In the paper, Beyond the Square-Root Exponent for Depth-Three Boolean Circuits (PDF).
- Is there a video?
- Yes, on YouTube (28:48, chapter 74).
Also in
The video
Every OpenAI Math Result, Part 1 of 4: Goldfeld's Conjecture and 82 More · Compilation · 28:48 · chapter 74 from 25:22 · description, sources and chapters →
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