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	<title>The random k-SAT satisfiability threshold - Revision history</title>
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		<id>https://openai-aftermath.mathnt.net/index.php?title=The_random_k-SAT_satisfiability_threshold&amp;diff=158&amp;oldid=prev</id>
		<title>Aftermath bot: New page: random k-SAT threshold (openai/math 235), with Carenini&#039;s prior resolution and Vorobyev&#039;s parallel proof; checked 16 October 2026</title>
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		<updated>2026-10-15T20:35:14Z</updated>

		<summary type="html">&lt;p&gt;New page: random k-SAT threshold (openai/math 235), with Carenini&amp;#039;s prior resolution and Vorobyev&amp;#039;s parallel proof; checked 16 October 2026&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&amp;#039;&amp;#039;&amp;#039;The random k-SAT satisfiability threshold&amp;#039;&amp;#039;&amp;#039; concerns random formulas with &amp;#039;&amp;#039;n&amp;#039;&amp;#039; Boolean variables and about &amp;#039;&amp;#039;cn&amp;#039;&amp;#039; independent random clauses of &amp;#039;&amp;#039;k&amp;#039;&amp;#039; literals. The satisfiability conjecture asserts that for each fixed &amp;#039;&amp;#039;k&amp;#039;&amp;#039; &amp;amp;ge; 3 there is a constant α&amp;lt;sub&amp;gt;&amp;#039;&amp;#039;k&amp;#039;&amp;#039;&amp;lt;/sub&amp;gt; such that such a formula is satisfiable with probability tending to one when &amp;#039;&amp;#039;c&amp;#039;&amp;#039; &amp;amp;lt; α&amp;lt;sub&amp;gt;&amp;#039;&amp;#039;k&amp;#039;&amp;#039;&amp;lt;/sub&amp;gt;, and to zero when &amp;#039;&amp;#039;c&amp;#039;&amp;#039; &amp;amp;gt; α&amp;lt;sub&amp;gt;&amp;#039;&amp;#039;k&amp;#039;&amp;#039;&amp;lt;/sub&amp;gt;. Manuscripts dated from 25 September 2026 in OpenAI&amp;#039;s public mathematics collection ([https://github.com/openai/math github.com/openai/math]) give a proof of this existence statement together with variance and computability results. The collection credits Gaia Carenini, whose report made public on 5 October 2026 resolves the conjecture, with priority. A further proof with a Lean formalization was posted on GitHub on 6 October 2026. This page summarizes the published claims and lists related public work. Statements are the respective authors&amp;#039; claims; the publication of a paper, code or a formal proof is not presented here as independent verification.&lt;br /&gt;
&lt;br /&gt;
== Background ==&lt;br /&gt;
* As recounted in the introduction of the first manuscript: Chvátal and Reed formulated the conjecture that each fixed clause size has a limiting satisfiability density, and settled the two-clause case (with independent proofs credited to Goerdt and to Fernandez de la Vega). Friedgut&amp;#039;s sharp-threshold theorem, with an appendix by Bourgain, showed that random &amp;#039;&amp;#039;k&amp;#039;&amp;#039;-SAT has a sharp transition around a sequence of densities, leaving open whether that sequence converges. Achlioptas and Peres obtained the bounds 2&amp;lt;sup&amp;gt;&amp;#039;&amp;#039;k&amp;#039;&amp;#039;&amp;lt;/sup&amp;gt; log 2 &amp;amp;minus; &amp;#039;&amp;#039;O&amp;#039;&amp;#039;(&amp;#039;&amp;#039;k&amp;#039;&amp;#039;); the cavity method of statistical physics (Mézard, Parisi and Zecchina; Mertens, Mézard and Zecchina) predicted the threshold; Coja-Oghlan and Panagiotou located it up to an error tending to zero as &amp;#039;&amp;#039;k&amp;#039;&amp;#039; grows; and Ding, Sly and Sun proved existence, with the value predicted by one-step replica symmetry breaking, for all sufficiently large &amp;#039;&amp;#039;k&amp;#039;&amp;#039;.&lt;br /&gt;
&lt;br /&gt;
== The original results ==&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Threshold existence.&amp;#039;&amp;#039;&amp;#039; For every fixed &amp;#039;&amp;#039;k&amp;#039;&amp;#039; &amp;amp;ge; 3, random &amp;#039;&amp;#039;k&amp;#039;&amp;#039;-SAT with independent uniformly signed clauses on &amp;#039;&amp;#039;k&amp;#039;&amp;#039; distinct variables, sampled with replacement, has a finite positive limiting threshold α&amp;lt;sub&amp;gt;&amp;#039;&amp;#039;k&amp;#039;&amp;#039;&amp;lt;/sub&amp;gt;: below it the satisfiability probability tends to one, above it to zero. The statement says nothing at the threshold itself and does not identify the value of α&amp;lt;sub&amp;gt;&amp;#039;&amp;#039;k&amp;#039;&amp;#039;&amp;lt;/sub&amp;gt;. The manuscript credits Carenini with priority for the resolution of the conjecture and presents its argument as an alternative proof.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Variance of the hitting time.&amp;#039;&amp;#039;&amp;#039; For the index &amp;#039;&amp;#039;H&amp;#039;&amp;#039;&amp;lt;sub&amp;gt;&amp;#039;&amp;#039;n&amp;#039;&amp;#039;&amp;lt;/sub&amp;gt; of the first unsatisfiable prefix, Var(&amp;#039;&amp;#039;H&amp;#039;&amp;#039;&amp;lt;sub&amp;gt;&amp;#039;&amp;#039;n&amp;#039;&amp;#039;&amp;lt;/sub&amp;gt;) = Θ&amp;lt;sub&amp;gt;&amp;#039;&amp;#039;k&amp;#039;&amp;#039;&amp;lt;/sub&amp;gt;(&amp;#039;&amp;#039;n&amp;#039;&amp;#039;) for every fixed &amp;#039;&amp;#039;k&amp;#039;&amp;#039; &amp;amp;ge; 4; for &amp;#039;&amp;#039;k&amp;#039;&amp;#039; = 3 the first variance manuscript gives a linear lower bound and an &amp;#039;&amp;#039;O&amp;#039;&amp;#039;(&amp;#039;&amp;#039;n&amp;#039;&amp;#039; log &amp;#039;&amp;#039;n&amp;#039;&amp;#039;) upper bound, and a later manuscript sharpens this to Θ(&amp;#039;&amp;#039;n&amp;#039;&amp;#039;).&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Computability.&amp;#039;&amp;#039;&amp;#039; The limiting threshold of uniform random 3-SAT is a computable real: one deterministic machine approximates it to any prescribed accuracy, without assuming a computable rate of finite-size convergence.&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Sources&amp;#039;&amp;#039;&amp;#039; (openai/math repository, commit &amp;lt;code&amp;gt;1581d4c&amp;lt;/code&amp;gt;):&lt;br /&gt;
** [https://github.com/openai/math/tree/1581d4cbdd69a0faf34b2089614fe2a814316a6a/preprints/A-Limiting-Satisfiability-Threshold-for-Every-Fixed-Clause-Size-September-25-2026 &amp;#039;&amp;#039;A Limiting Satisfiability Threshold for Every Fixed Clause Size&amp;#039;&amp;#039;] (25 September 2026);&lt;br /&gt;
** [https://github.com/openai/math/tree/1581d4cbdd69a0faf34b2089614fe2a814316a6a/preprints/Variance-of-the-Random-k-SAT-Hitting-Time-September-27-2026 &amp;#039;&amp;#039;Variance of the Random k-SAT Hitting Time&amp;#039;&amp;#039;] (27 September 2026);&lt;br /&gt;
** [https://github.com/openai/math/tree/1581d4cbdd69a0faf34b2089614fe2a814316a6a/preprints/Computing-the-Random-3-SAT-Threshold-September-27-2026 &amp;#039;&amp;#039;Computing the Random 3-SAT Threshold&amp;#039;&amp;#039;] (27 September 2026);&lt;br /&gt;
** [https://github.com/openai/math/tree/1581d4cbdd69a0faf34b2089614fe2a814316a6a/preprints/Linear-Variance-of-the-Random-3-SAT-Hitting-Time-October-5-2026 &amp;#039;&amp;#039;Linear Variance of the Random 3-SAT Hitting Time&amp;#039;&amp;#039;] (5 October 2026).&lt;br /&gt;
* &amp;#039;&amp;#039;&amp;#039;Formalization, as described by the repository.&amp;#039;&amp;#039;&amp;#039; The scope note [https://github.com/openai/math/blob/1581d4cbdd69a0faf34b2089614fe2a814316a6a/lean/docs/235.md lean/docs/235.md] states that the formalization proves the existence of the threshold for every fixed &amp;#039;&amp;#039;k&amp;#039;&amp;#039; &amp;amp;ge; 3, the variance bounds of the first variance manuscript (Θ&amp;lt;sub&amp;gt;&amp;#039;&amp;#039;k&amp;#039;&amp;#039;&amp;lt;/sub&amp;gt;(&amp;#039;&amp;#039;n&amp;#039;&amp;#039;) for &amp;#039;&amp;#039;k&amp;#039;&amp;#039; &amp;amp;ge; 4; for &amp;#039;&amp;#039;k&amp;#039;&amp;#039; = 3 a linear lower bound and an &amp;#039;&amp;#039;O&amp;#039;&amp;#039;(&amp;#039;&amp;#039;n&amp;#039;&amp;#039; log &amp;#039;&amp;#039;n&amp;#039;&amp;#039;) upper bound), and the computability of the 3-SAT threshold. The manuscript of 5 October 2026 is not among the papers listed in the scope note.&lt;br /&gt;
&lt;br /&gt;
== Related work by others ==&lt;br /&gt;
{| class=&amp;quot;wikitable&amp;quot;&lt;br /&gt;
! Date !! Work !! Relation !! Public claim !! Public status (checked 16 October 2026)&lt;br /&gt;
|-&lt;br /&gt;
| 2026-10-05 || Gaia Carenini, [https://eccc.weizmann.ac.il/report/2026/229/ ECCC TR26-229], &amp;#039;&amp;#039;A polynomial scaling window for random k-SAT and a proof of the satisfiability conjecture&amp;#039;&amp;#039; || Earlier resolution (credited with priority by the collection) || The scaling window of random &amp;#039;&amp;#039;k&amp;#039;&amp;#039;-SAT has width &amp;#039;&amp;#039;O&amp;#039;&amp;#039;(&amp;#039;&amp;#039;n&amp;#039;&amp;#039;&amp;lt;sup&amp;gt;1/2+1/&amp;#039;&amp;#039;k&amp;#039;&amp;#039;&amp;lt;/sup&amp;gt;), a polynomial improvement over the author&amp;#039;s earlier bound &amp;#039;&amp;#039;O&amp;#039;&amp;#039;(&amp;#039;&amp;#039;n&amp;#039;&amp;#039;/log &amp;#039;&amp;#039;n&amp;#039;&amp;#039;) (ECCC TR26-145, [https://arxiv.org/abs/2609.26222 arXiv:2609.26222]); combined with a result of Abbe and Montanari, this establishes the satisfiability conjecture for every fixed &amp;#039;&amp;#039;k&amp;#039;&amp;#039; &amp;amp;ge; 3. || ECCC report, published 5 October 2026. The collection&amp;#039;s entry and manuscripts credit Carenini with priority for resolving the conjecture.&lt;br /&gt;
|-&lt;br /&gt;
| 2026-10-06 || Fedor Vorobyev, [https://github.com/yamelton/sat-constant-threshold yamelton/sat-constant-threshold] (GitHub) || Parallel proof (formalization) || A direct argument for a constant sharp satisfiability threshold for every fixed &amp;#039;&amp;#039;k&amp;#039;&amp;#039; &amp;amp;ge; 3 in the same model (uniform signs, &amp;#039;&amp;#039;k&amp;#039;&amp;#039; distinct variables, repeated clauses allowed), with a 12-page paper and a Lean 4 formalization whose final theorem is &amp;lt;code&amp;gt;SatThreshold.Width.SimpleThreshold.constant_sharp_threshold&amp;lt;/code&amp;gt;. It does not compute the value of the threshold. || GitHub repository, first commit 6 October 2026, described as a preprint for review. The README states that the formal proof was checked locally with Lean 4.24.0 and depends only on the three standard axioms, that Carenini&amp;#039;s TR26-229 already states the same existence theorem with stronger bounds for &amp;#039;&amp;#039;k&amp;#039;&amp;#039; &amp;amp;gt; 3, that no priority is claimed, and that large language models contributed substantially.&lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
== Notes ==&lt;br /&gt;
* Dates are those shown by ECCC, GitHub and the manuscripts. The list covers sources found up to the date above; it makes no priority or completeness claim beyond the credits stated by the sources themselves.&lt;br /&gt;
&lt;br /&gt;
[[Category:OpenAI results]]&lt;/div&gt;</summary>
		<author><name>Aftermath bot</name></author>
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