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Matrix multiplication: the barrier of the 9/4 method

no lower bound tracked≤ value ≤9/4lower boundupper bound
2.312 Aug26 Aug9 Sept23 Septupdated on Oct 12, 2026Upper bound 2.371177, Aug 2026, Dupont et al., publishedUpper bound 9/4, Oct 2, 2026, OpenAI, published9/4upper2.252.32.3512 Aug26 Aug9 Sept23 Sept7 Octupdated on Oct 12, 2026Upper bound 2.371177, Aug 2026, Dupont et al., publishedUpper bound 9/4, Oct 2, 2026, OpenAI, published9/4upper bound
Only one side is tracked: there is no space between two bounds to colour.Hover over the points or move through them with the keyboard; a click opens the PR, the commit or the source page.Tap a point to read its source; tap it again to open the PR or the page.
  1. upper bound ≈ 2.3712by Dupont et al.arxiv.org
  2. upper bound 2.2500by OpenAIgithub.com
  3. Last checked
Upper bound · published · Oct 2, 2026
Exact value : 9/4
An Upper Bound of 9/4 for the Matrix Multiplication Exponent (préprint OpenAI) · github.com
by OpenAI
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Cite this frontier

DiscoverIA. Matrix multiplication: the barrier of the 9/4 method [Frontier, checked on Oct 12, 2026]. DiscoverIA registry. https://discoveria.ai/en/frontieres/multiplication-matricielle-barriere/

Only the upper bound is tracked. The upper bound has moved once since 2026, on Oct 2, 2026.

ω, the exponent of matrix multiplication over ℂ (infimum of τ such that two n×n matrices multiply in O_ε(n^(τ+ε)) operations). The tracked repository does not bound ω: it shows that the abstract profile constraints of OpenAI's 9/4 manuscript cannot push below 9/4.

A limit of a proof method, not a faster algorithm, not a lower bound on the true ω, not a proof that 9/4 is optimal. Plotted points come from the literature cited by OpenAI and from its preprint (an unreviewed claim). The repository adds no point to the staircase: the 9/4 barrier is an annotation (plafond-methode), never a bound. Repository results (an abstract profile, not claimed realizable by a tensor character): see notes.

Every step, as a table : Upper bound (2 points)

Best published upper bound on ω (literature cited by OpenAI, then the OpenAI 9/4 preprint).

Points : Upper bound
DateExact valueNatureAuthorsSource
Oct 2, 20269/4 Current recordpublishedOpenAIgithub.com
Aug 20262.371177 Current recordpublishedDupont et al.arxiv.org
Other tracked problems (8)

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