Extremal descendant integrals on moduli spaces of curves: An inequality discovered and proved in collaboration with AI

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Main Author: Schmitt, Johannes
Format: Preprint
Published: 2025
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author Schmitt, Johannes
author_facet Schmitt, Johannes
contents For the pure $ψ$-class intersection numbers $D(\textbf{e})=\langle τ_{e_1} \cdots τ_{e_n} \rangle_g$ on the moduli space $\overline{\mathcal{M}}_{g,n}$ of stable curves, we determine for which choices of $\textbf{e}=(e_1, \ldots, e_n)$ the value of $D(\textbf{e})$ becomes extremal. The intersection number is minimal for powers of a single $ψ$-class (i.e. all $e_i$ but one vanish), whereas maximal values are obtained for balanced vectors ($|e_i - e_j| \leq 1$ for all $i,j$). The proof uses the nefness of the $ψ$-classes combined with Khovanskii--Teissier log-concavity. Apart from the mathematical content, this paper is also meant as an experiment in collaborations between human mathematicians and AI models: the proof of the above result was found and formulated by the AI models GPT-5 and Gemini 3 Pro. Large parts of the paper were drafted by Claude Opus 4.5, and a part of the argument was formalized in Lean with the help of Claude Code and GPT-5.2. The paper aims for maximal transparency on the authorship of different sections and the employed AI tools (including prompts and conversation logs).
format Preprint
id arxiv_https___arxiv_org_abs_2512_14575
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Extremal descendant integrals on moduli spaces of curves: An inequality discovered and proved in collaboration with AI
Schmitt, Johannes
Algebraic Geometry
14H10 (Primary) 14C17, 14N35, 05A20 (Secondary)
For the pure $ψ$-class intersection numbers $D(\textbf{e})=\langle τ_{e_1} \cdots τ_{e_n} \rangle_g$ on the moduli space $\overline{\mathcal{M}}_{g,n}$ of stable curves, we determine for which choices of $\textbf{e}=(e_1, \ldots, e_n)$ the value of $D(\textbf{e})$ becomes extremal. The intersection number is minimal for powers of a single $ψ$-class (i.e. all $e_i$ but one vanish), whereas maximal values are obtained for balanced vectors ($|e_i - e_j| \leq 1$ for all $i,j$). The proof uses the nefness of the $ψ$-classes combined with Khovanskii--Teissier log-concavity. Apart from the mathematical content, this paper is also meant as an experiment in collaborations between human mathematicians and AI models: the proof of the above result was found and formulated by the AI models GPT-5 and Gemini 3 Pro. Large parts of the paper were drafted by Claude Opus 4.5, and a part of the argument was formalized in Lean with the help of Claude Code and GPT-5.2. The paper aims for maximal transparency on the authorship of different sections and the employed AI tools (including prompts and conversation logs).
title Extremal descendant integrals on moduli spaces of curves: An inequality discovered and proved in collaboration with AI
topic Algebraic Geometry
14H10 (Primary) 14C17, 14N35, 05A20 (Secondary)
url https://arxiv.org/abs/2512.14575