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List of mathematical discoveries by artificial intelligence

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Beginning in the mid-2020s, large language models, including reasoning models, have made increasing progress in generating mathematical proofs at research level.[1][2][3] Most such proofs have been constructed using models from OpenAI and Anthropic.

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2026

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Q2

  • In May 2026, Google DeepMind used an AlphaEvolve-like model, adapted for mathematical proofs, to prove nine Erdős problems and 44 out of 492 formalized OEIS conjectures.[14] Epoch AI then used various LLMs to prove or disprove 147 of these 492 OEIS conjectures.[15]
  • In May 2026, OpenAI announced an internal model produced a disproof of the unit distance problem,[16] and several mathematicians collaborated to produce a verification and exposition of the result.[17]
  • In May 2026, Max Grinzstajn prompted GPT-5.5 Pro to discover a counterexample for Borsuk's conjecture in dimension n = 63, the smallest dimension for which a counterexample is known.[18][19]

Q3

More information On 1 August, OpenAI posted a proof that the unit group ...
Time period AI provenance Area of mathematics Topic Subject(s) responsible Formal status Source
July 2026GPT-5.6 Sol Ultragraph theoryproof of the cycle double cover conjectureOpenAISang-il Oum and Jim Geelen published independent expositions of the argument.[20][21]OpenAI published an article which proved the conjecture which states that every bridgeless graph has a collection of cycles covering every edge exactly twice.[22]
July 2026Claude Fable 5algebraic geometryexplicit counterexample to the Jacobian conjecture, in dimension 3Levent Alpöge and Akhil MathewVerified by several independent mathematicians.[23]On 20 July, Alpöge posted on X an explicit counterexample to the Jacobian conjecture and a link to WolframAlpha which verified the counterexample.[24][23][25]
July 2026GPT-5.6 Procombinatorial optimisationcounterexample to the Dinitz–Garg–Goemans conjectureDmitry RybinCounterexample published.On 22 July, Rybin presented on X a counterexample[26][27] in which a fractional flow of 58 exists, yet every unsplittable flow that meets the capacity bound costs at least 60. The disproof establishes that the theorem's capacity guarantee and a matching cost guarantee cannot always be achieved simultaneously by a single flow.[28]
July 2026GPT-5.6 Solmatrix analysisproof of Crouzeix's conjectureShanmu JinAnne Greenbaum, Alex Townsend and Michel Crouzeix reviewed the proof and considered it to be correct.[29] An independent proof by Emiel Lorist and Felix Schwenninger, also developed with AI assistance, was published a week later.[30]On 27 July, Jin posted a preprint proof of Crouzeix's conjecture.[31] Three days later, Alex Townsend found the preprint using GPT 5.6 and checked the proof.[29]
August 2026unreleased version of GPT-6 Astragroup theoryconstruction establishing the existence of non-sofic groupsOpenAILean formalization[32]On 1 August, OpenAI posted a proof that the unit group of the binary Leavitt path algebra is non-sofic.[33]
August 2026unreleased version of GPT-6 Astrageometrypartial proof of Ehrhart's volume conjectureOpenAILean formalization[32]On 1 August, OpenAI posted a proof establishing the upper bound to Ehrhart's volume conjecture, that .[33] The equality case is still open.
August 2026unreleased version of GPT-6 Astracomplexity theoryproof of the NP-hardness of the closest vector problemOpenAILean formalization[32]On 1 August, OpenAI posted a proof that approximating the Euclidean closest vector problem in dimension within a factor of is NP-hard.[33]
August 2026OpenAI GPT-5.6 Pro[34]complex analysisproof of Sendov's conjecture for all degrees n ≥ 2Lech MazurLean formalization[35]On 3 August, Mazur posted a proof of Sendov's conjecture for all degrees .[36] Terence Tao examined and streamlined the argument, produced a separate and shorter Lean formalization, and noted the proof also established the stronger Phelps–Rodriguez conjecture.[37][38]
August 2026unreleased research version of Claudeanalytic number theoryproven share of Riemann zeta function zeros on the critical line increased from 41.6% to 67.25%Jarred Sumner and AnthropicYouness Lamzouri reviewed the proof, considered it correct, and proposed a simplified proof of the result.[39][40]On 10 August, Anthropic announced that it had made progress on increasing the bound for the fraction of zeroes of the Riemann zeta function from 41.6% to 67.25%.[41][42][43][44]
August 2026unreleased version of ClaudecombinatoricsHadamard matrices constructed for the twelve orders below 2000 for which none were previously knownLevent Alpöge, Philippe Voinov and Saul Reynolds-HaertleComputer-verified constructions[citation needed]On 12 August, Alpöge posted constructions for Hadamard matrices for twelve unresolved orders: 668, 716, 892, 1132, 1244, 1388, 1436, 1676, 1772, 1916, 1948 and 1964. The smallest of those, 668, had been the smallest open case of the Hadamard conjecture since 2005. The conjecture itself, which concerns all orders divisible by four, remains open.[45][46]
August 2026unreleased version of ClaudeDiophantine geometrytwo elliptic curves with the largest known rank (at least 30 and 31, respectively)Levent Alpöge and Ava HowellThe elliptic curves have the 30 and 31 independent basis points with infinite order listed.[47][48]On 20 August, an elliptic curve of rank at least 30 was posted to the Elliptic Curve Rank Leaderboard, with the solution credited to Alpöge and Howell. On 23 August, an elliptic curve of rank at least 31 was posted. These curves broke the previous known record of rank at least 29.[49][50]
August 2026Claudecomplex manifoldsthe 6-sphere admits a complex structureLevent Alpögethe proof has not yet been independently verifiedIf confirmed, this would resolve the old Hopf problem.[51]
August 2026GPT-5.6 Solprime numbersan improvement on the Erdős–Rankin conjecture (Erdős Problem 4).DottedCalculator (pseudonym) claiming authorship of a paper uploaded to GithubLean formalizationAccording to the paper, there are infinitely many gaps between primes such that for some constant . This improves on the original proof of the conjecture by Ford, Green, Konyagin, Maynard and Tao from 2014. According to Green, the new result uses a new but relatively elementary approach that would have been strong enough to independently solve the original problem without their 2014 paper, but which could have been discovered in the 1960s.[52][53]
August 2026OpenAIprime numbersprogress on prime gapsOpenAIresult has not yet been independently verifiedProposed a proof showing that there are infinitely many prime numbers that are at most 186 apart, an improvement on the previous bound of 246 that was established in 2014 by the Polymath Project. The OpenAI r.[54]
September 2026Anthropicpercolation theoryproof of the dying percolation conjectureAhmed Bou-RabeeLean formalization[55]The result was obtained by proving an equivalent conjecture by Gady Kozma and Shaha Nitzan. Building on the result, Ahmed Bou-Rabee from the University of Pennsylvania proposed a proof of the remaining Kozma-Nitzan conjectures, which he found the following day with ChatGPT Sol 5.6 Ultra and formalized in Lean with Claude Fable 5.1.[56]
September 2026Anthropic, Claudenumber theorycomplete computer-checked proof of Fermat's Last TheoremPeng TianyiLean formalizationWritten over 11 days. It formalizes a simplified version of the original proof found by Andrew Wiles in 1994. Work on formalizing the theorem had started early in the century. The proof in Lean is 13 million lines long, the largest Lean proof written to date, and 29,500 theorems were formally proved for this task.[57][58][59]
September 2026Epoch AI, GPT-6 Astraring theorydisproof of the Köthe conjectureTom Adamczewski, Bernhard Böhmler, Rene MarczinzikLean formalization[60]An exposition of the proof was posted by ring theorists Bernhard Böhmler and Rene Marczinzik.[61][62]
September 2026Epoch AI, GPT-6 Astraprobability theorydisproof of the Ibragimov–Iosifescu conjecture for φ-mixing sequencesTom AdamczewskiLean formalization[63]; independent review pendingGitHub repository
September 2026Epoch AI, GPT-6 Astragraph theorycounterexample to an eternal domination conjectureWilliam Klostermeyer?[64]
September 2026Epoch AI, GPT-6 Astracombinatoricsproof of the Dittert conjectureTom AdamczewskiLean formalization[65]
September 2026Epoch AI, GPT-6 Astranumber theorycounterexample to the n = 4 case of the N conjectureTom AdamczewskiLean formalization[66]the only remaining open case
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In September 2026, OpenAI said that an internal model more powerful than GPT-6 Astra had solved the Navier–Stokes existence and smoothness problem, one of the Millennium Prize Problems. The proposed solution has not been verified by the wider mathematical community. Priority for the discovery is disputed.[67][68]

Q4

More information with a deterministic algorithm that solves the 3SUM problem for integers of polynomial size in ...
Time period AI provenance Area of mathematics Topic People Formal status Source
October 2026 unreleased research version of Claude complexity theory proof of algorithms for subquadratic 3SUM and subcubic all-pairs shortest path problem Anthropic, Josh Alman and Virginia Vassilevska Williams Lean formalization[69] On 5 October, Josh Alman and Virginia Vassilevska Williams published a preprint on ArXiv with a deterministic algorithm that solves the 3SUM problem for integers of polynomial size in time and a deterministic algorithm that solves the all pairs shortest path problem for polynomial bounded integer weight in time. The authors stated that Anthropic's internal research model discovered the result, formalized it in Lean and shared it with them to assist them with writing the paper.[70]
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On October 6, OpenAI made available 377 proofs across 722 papers over a range of mathematical topics. The proofs were generated using an unpublished model.[71][72] Roughly 42% of the papers were published with accompanying Lean formalization.[73] Three papers were retracted by OpenAI after peer review within three days of publication, and other papers have been criticized for making stronger claims about the problems than were formalized in Lean, or being too mathematically vague or poorly written to prove a statement.[73]

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