Epoch确认GPT5.4 Pro首次解决了前沿数学开放问题。
Epoch confirms GPT5.4 Pro solved a frontier math open problem

原始链接: https://epoch.ai/frontiermath/open-problems/ramsey-hypergraphs

超图理论中一个具有挑战性的开放问题,专注于改进与超图划分相关的序列 *H(n)* 的下界,已被解决!这一突破由凯文·巴雷托和利亚姆·普莱斯完成,他们使用了 GPT-5.4 Pro,解决方案已得到问题提出者威尔·布赖恩的确认。 布赖恩强调了该解决方案的优雅性,指出它消除了现有下界构造中的低效性,并与上界的复杂性相匹配——在 Ramsey 理论问题中,这种罕见而宝贵的匹配非常重要。他计划发表这些发现,可能与巴雷托和普莱斯作为共同作者。 在取得这一成功之后,FrontierMath 上开发了一个测试框架,表明其他先进模型——Opus 4.6、Gemini 3.1 Pro 和 GPT-5.4 (xhigh)——也能够解决这个问题。最初的挑战涉及构建超图以改进已知的 *H(n)* 下界,这项任务之前被认为很难通过分析方法实现。

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原文

Solution Update: This problem has been solved! A solution was first elicited by Kevin Barreto and Liam Price, using GPT-5.4 Pro. This solution was confirmed by problem contributor Will Brian, and will be written up for publication. A full transcript of the original conversation with GPT-5.4 Pro can be found here and GPT-5.4 Pro’s write-up from the end of that transcript can be found here.

Brian’s comments: “This is an exciting solution to a problem I find very interesting. I had previously wondered if the AI’s approach might be possible, but it seemed hard to work out. Now I see that it works out perfectly. It eliminates an inefficiency in our lower-bound construction and in some sense mirrors the intricacy of our upper-bound construction. The matching lower and upper bounds are quite good for Ramsey-theoretic problems, and I’m interested in further understanding why this works out so well.”

Brian plans to write up the solution for publication, possibly including follow-on work spurred by the AI’s ideas. Barreto and Price have the option of being coauthors on any resulting papers. We will update this page with links to future work.

Subsequent to this solve, we finished developing our general scaffold for testing models on FrontierMath: Open Problems. In this scaffold, several other models were able to solve the problem as well: Opus 4.6 (max), Gemini 3.1 Pro, and GPT-5.4 (xhigh).

Original Description: This problem is about improving lower bounds on the values of a sequence, \(H(n)\), that arises in the study of simultaneous convergence of sets of infinite series, defined as follows.

A hypergraph \((V,\mathcal H)\) is said to contain a partition of size \(n\) if there is some \(D \subseteq V\) and \(\mathcal P \subseteq \mathcal H\) such that \(\|D\| = n\) and every member of \(D\) is contained in exactly one member of \(\mathcal P\). \(H(n)\) is the greatest \(k \in \mathbb{N}\) such that there is a hypergraph \((V,\mathcal H)\) with \(\|V\| = k\) having no isolated vertices and containing no partitions of size greater than \(n\).

It is believed that the best-known lower bounds for \(H(n)\) are suboptimal, even asymptotically, and that they can be improved by finding new constructions of hypergraphs. The goal of this problem is to find such a construction.

Warm-up: we ask for a value of \(n\) where constructions are already known.

Single Challenge: we ask for a value of \(n\) for which no construction is known, and which is probably too hard to brute-force.

Full Problem: we ask for a general algorithm for all \(n\).

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