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The Verge AI更新于 10月27日 13:28

OpenAI 公布数学、计算机科学与物理三项发现,并引入外部专家把关

OpenAI announces three big science discoveries and a new way to work with academics

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OpenAI 公布数学、计算机科学和物理三项“重大”发现,其中计算机科学方面称证明了长期被广泛相信为真的 ETH(指数时间假设)实际为假,相关 AI 输出与 Lean 证明已在 GitHub 发布。物理结果尚未完整公开,OpenAI 称其为四维含规范场与费米子的相互作用量子场论的严格存在性证明,涵盖 QCD 和标准模型的一个统一完备化,并将由 David Gross 等人牵头把关。数学方面,其模型给出了任意维度局部光滑猜想的证明,并由此解决所有维度的 Kakeya 猜想和 Stein 限制猜想;OpenAI 同时发布公开信征集对如何检验这些结论的意见。

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OpenAI 公布三项科学发现并引入外部专家把关,读者可据此了解 AI 产出成果的验证与发布规范之争。

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Less than a month after its mass release of hundreds of manuscripts that it said contained solutions to long-standing mathematics questions, OpenAI is back with three more “major” discoveries in math, computer science, and physics . What’s different this time is the choice to have external experts that OpenAI describes as “shepherds” guiding the results in computer science and physics, while for the math problem it says that they advised it to release the AI output for researchers to work through their own explanations.

This approach could have its own issues, the company admits, and the AGMAI panel of math advisers OpenAI put together just said yesterday that “we recommend that AI companies do not adopt” the practices of designating certain people to receive the output first, citing unequal access, borrowed reputation, and biased selection as a few of the issues. Instead, they recommended that in the future, AI labs release output on scholarly repositories, with Lean-formalized proofs, info on how the problems were chosen, funding for people working on understanding the results, and other information.

The physics information has not been released in full, but is a “mathematically rigorous existence proof of certain interacting quantum field theories containing gauge fields and fermions in four dimensions, including Quantum Chromodynamics (QCD) and a unified completion of the Standard Model of particle physics.” According to OpenAI, “David Gross will lead a group including Michael Douglas, Arthur Jaffe, Igor Klebanov, and Nikita Nekrasov that will shepherd this work.”

The computer science collaboration is said to prove that the Exponential Time Hypothesis (ETH) , which has been widely believed to be true, is actually false. OpenAI says verification of the result will be guided by a group of three experts that includes UC San Diego’s Russell Impagliazzo and Ramamohan Paturi, who were part of the group that originally proposed it in 1999 , as well as MIT professor Ryan Williams . The group decided to release the AI output write-up and Lean proof on GitHub today .

They also released an open letter to the community asking for input on how to examine the claim, and about setting norms for dealing with AI-generated breakthroughs:

There’s similar documentation for the math breakthrough, where its model “produced a proof of the local smoothing conjecture in every dimension and therefore also resolve the Kakeya conjecture and Stein’s restriction conjecture in all dimensions.” Just a few months ago, NYU professor Hong Wang was awarded a prestigious Fields Medal by the International Mathematical Union for resolving the Kakeya conjecture in three dimensions.

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The Verge AI