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\begin{document}
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\centering
\color{white}
\bigskip
\bigskip
\bigskip
\bigskip
\bigskip
\bigskip
\scriptsize
\setbeamercolor{block body}{bg=black!100}
\begin{minipage}{0.40\textwidth}
\begin{block}{}
\centering\normalsize\color{white}
\hil{\color{white} Proofs as programs?} \\[-0.4em]
\
\end{block}
\end{minipage}
\bigskip
\bigskip
\bigskip
\bigskip
\bf
\colorbox{black}{\begin{minipage}{0.3\textwidth}
\centering
AI Transforms Math Research \\
University of Augsburg \\
August 26th, 2025
\end{minipage}}
\bigskip
\colorbox{black}{\begin{minipage}{0.3\textwidth}
\centering
Ingo Blechschmidt \\
University of Antwerp
\end{minipage}}
\end{frame}}
\definecolor{mypurple}{RGB}{150,0,255}
\setbeamercolor{structure}{fg=mypurple}
\begin{frame}{In this talk}
\bigskip
\bigskip
\begin{columns}
\begin{column}{0.25\textwidth}
\centering\footnotesize
\includegraphics[height=2cm]{calabi-yau} \mbox{commutative algebra and}
\\
\mbox{number theory}
\end{column}
\begin{column}{0.2\textwidth}
\centering\footnotesize
\includegraphics[height=2cm]{turing-machine} \\ \mbox{numerical content}
\end{column}
\begin{column}{0.4\textheight}
\centering\footnotesize
\includegraphics[height=2cm]{3-adic-numbers} \\
\mbox{a fractal} \mbox{without points}
\end{column}
\begin{column}{0.45\textheight}
\centering\footnotesize
\includegraphics[height=2cm]{cracks} \mbox{foundational crisis}
\end{column}
\end{columns}
\medskip
\medskip
\medskip
\medskip
\begin{columns}
\begin{column}{0.4\textheight}
\centering\footnotesize
\includegraphics[height=2cm]{multiverse} \mbox{traveling} \\
the \mbox{multiverse}
\end{column}
\begin{column}{0.4\textheight}
\centering\footnotesize
\includegraphics[height=2cm]{monad} monadic side effects
\end{column}
\begin{column}{0.4\textheight}
\centering\footnotesize
\includegraphics[height=2cm]{hen-2} \\ proof assistants
\end{column}
\begin{column}{0.4\textheight}
\centering\footnotesize
\includegraphics[height=2cm]{alien} \\ alien algorithms
\end{column}
\end{columns}
\end{frame}
\NewEnviron{mining}[1][0.6\textwidth]{
\includegraphics[height=2em,valign=c]{hammer-and-pick}\quad
\colorbox{mypurple!10}{\begin{minipage}{#1}
\BODY
\end{minipage}}
}
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\colorbox{mypurple!10}{\begin{minipage}{\textwidth}
\BODY
\end{minipage}}
}
\renewcommand{\insertframeextra}{a}
{\usebackgroundtemplate{\begin{minipage}{\paperwidth}\vspace*{4.3cm}\includegraphics[width=\paperwidth]{fr1-lighter}\end{minipage}}
\begin{frame}{A first glimpse of proof mining}
\textbf{Theorem.} For every natural number~$n$, there is a prime number
larger than~$n$.~\fixedhref{https://unimath.github.io/agda-unimath/elementary-number-theory.infinitude-of-primes.html}{\formalized}
\emph{Proof (Euclid).} Every prime factor of~$n! + 1$ will do. \qed
\pause
\begin{mining}
Let~$p_0, p_1, p_2, \ldots$ be the sequence of prime numbers.
\textbf{Scholium.} $p_{n+1} \leq p_n! + 1$.
\textbf{Scholium.} $p_n \leq 2^{2^n}$.
\end{mining}
\pause
\bigskip
\emph{Proof (Euler).} If there were only finitely many primes,
the identity
\[ \prod_p \frac{1}{1-1/p} = \sum_{n \geq 1} \frac{1}{n} \]
would imply that the harmonic series converges. \qed
\begin{mining}
\textbf{Scholium.} $p_n \leq \lceil e^{n+1-\gamma} \rceil$.
\end{mining}
\end{frame}}
% 1995: conjecture
% 2003: solution
% 2018: rate of convergence
\addtocounter{framenumber}{-1}
\renewcommand{\insertframeextra}{b}
\begin{frame}{Proof mining in convex analysis}
\textbf{Theorem (zero displacement conjecture).}
Let~$H$ be a Hilbert space. \newline
Let~\mbox{$C_1, \ldots, C_N \subseteq H$} be nonempty
closed convex subsets with orthogonal projections~$P_{C_i}$. Let~$T = P_{C_N}
\circ \ldots \circ P_{C_1}$. Then for every~$x \in H$,
\[ \| T^{n+1}x - T^nx \| \xrightarrow{n \to \infty} 0. \]
\emph{Proof.} See
\fixedhref{https://www.ams.org/journals/proc/2003-131-01/S0002-9939-02-06528-0/S0002-9939-02-06528-0.pdf}{[Bauschke
2003]}, employing Minty's theorem, the Brézis--Haraux
theorem, Rockafellar's maximal monotonicity and sum theorems, strongly
nonexpansive mappings, conjugate functions, normal cones, \ldots \qed
\pause
\begin{mining}[0.85\textwidth]
\textbf{Scholium
\fixedhref{https://www2.mathematik.tu-darmstadt.de/~kohlenbach/inconsistentfeasibility.pdf}{[Kohlenbach
2018]}.} In this situation, let~$b$ be an upper bound on the norm of~$x$ and let~$K$ be an
upper bound on the norm of~$N$ arbitrary points $c_i \in C_i$. Then
\[ \forall \varepsilon > 0\_
\forall n \geq \phi(\varepsilon,N,b,K)\_
\|T^{n+1}x - T^nx\| < \varepsilon, \]
where~$\phi(\varepsilon,N,b,K)$ is given by a certain explicit formula.
\end{mining}
\end{frame}
\addtocounter{framenumber}{-1}
\renewcommand{\insertframeextra}{c}
\begin{frame}{Proof mining in approximation theory}
Let~$n \in \NN$. Let~$P_n$ be the space of polynomials of degree at most~$n$. \\
Let~$f \in C[0,1]$ be a continuous function.
\textbf{Theorem.} There is a \hil{unique} best~$L^1$-approximation of~$f$ in~$P_n$.
\pause
Let~$\omega$ be a \hil{modulus of uniform continuity} for~$f$,
i.e. a function~$\mathbb{R}^+ \to \mathbb{R}^+$ such that
\[ \forall x,\tilde x \in [0,1]\_ \forall \varepsilon > 0\_
\bigl(|x-\tilde x| < \omega(\varepsilon) \Longrightarrow |f(x)-f(\tilde x)| <
\varepsilon\bigr). \]
\begin{mining}[0.85\textwidth]
\textbf{Scholium
\fixedhref{https://www2.mathematik.tu-darmstadt.de/~kohlenbach/Keele.pdf}{[Kohlenbach
1990]}.} $\forall \varepsilon > 0\_ \forall p_1,p_2 \in P_n\_$
\[
\bigwedge_{i=1}^2 \bigl(\|f - p_i\|_1 - \operatorname{dist}_1(f, P_n) <
\phi(\omega,n,\varepsilon)\bigr) \Longrightarrow \|p_1 - p_2\|_1 \leq
\varepsilon, \]
where~$\phi(\omega,n,\varepsilon)$ is given by a certain explicit formula.
\end{mining}
\end{frame}
\renewcommand{\insertframeextra}{}
\begin{frame}{Backed by logical metatheorems?}
\hil{Metatheorems} for backing proof mining have been and are being developed which \ldots
\begin{enumerate}
\small
\item[{\includegraphics[height=1em,valign=c]{emoji-abacus}}] guarantee the
\hil{extractability} of suitable numerical information in principle \\
(bounds, convergence rates, moduli of uniqueness, rates of asymptotic
regularity, \ldots),
\item[{\includegraphics[height=1em,valign=c]{emoji-robot}}] describe an \hil{algorithm} for carrying out the extraction and
\item[{\includegraphics[height=1em,valign=c]{emoji-package}}] support \hil{modular treatments} of auxiliary lemmas,
\end{enumerate}
\bad{\textbf{provided}} the input proof is \hil{formally} supplied in a
\hil{certain system}.
\fixedhref{https://www2.mathematik.tu-darmstadt.de/~kohlenbach/novikov.pdf}{[Kohlenbach--Oliva 2002]}
\pause
\bad{\textbf{In practice (2025):}} Algorithms \bad{\textbf{not}} used, only followed
as \bad{\textbf{rough guidelines}}, combined with hand-rolled optimizations.
\hil{Let us explore tool support!}
\pause
NB: The \hil{quality} of the extracted data depends on the
\hil{sophistication} of the \hil{logical~principles} used in the proof
(Heine--Borel, Bolzano--Weierstraß, \ldots).
\end{frame}
{\usebackgroundtemplate{\begin{minipage}{\paperwidth}\centering\vspace*{-0em}\includegraphics[width=\paperwidth]{curry-howard-faded}\end{minipage}}
\newcommand{\connection}[1]{$\cdots\includegraphics[height=1em]{#1}\cdots$}
\begin{frame}{Curry--Howard's Rosetta stone}
\bigskip
\centering
\renewcommand{\arraystretch}{1.3}
\begin{tabular}{r@{}c@{}l}
\hil{mathematics} & & \hil{programming} \\
proving a claim & \connection{emoji-thinking} & implementing a function \\
stating a claim & \connection{emoji-megaphone} & writing down a type signature \\
using a lemma & \connection{emoji-link} & calling a function \\
{\ \ \ \ \,}coming up with an auxiliary lemma & \connection{emoji-lightbulb} & coming up with an auxiliary function \\
committing a logical error & \connection{emoji-cross} & committing a type error \\
reasoning circularly & \connection{emoji-cyclone} & getting stuck in an infinite loop \\
\pause
--- & \connection{emoji-explosion} & encountering a runtime bug
\end{tabular}
\pause
\begin{hilblock}
\centering
To extract numerical data from a proof, \\
\hil{run the proof}.
\end{hilblock}
\end{frame}}
\newcommand{\laterbad}[1]{\only<1>{#1}\only<2->{\bad{#1}}}
\begin{frame}{Three case studies}
\bigskip
\begin{columns}[c]
\begin{column}{0.15\textwidth}
\scalebox{0.23}{\sieve{7}{7}}
\end{column}
\begin{column}{0.85\textwidth}
\begin{simpleblock}
\justifying
\textbf{Theorem.}
For every natural number~$n$, there is a prime larger than~$n$.
\fixedhref{https://unimath.github.io/agda-unimath/elementary-number-theory.infinitude-of-primes.html}{\formalized}
\end{simpleblock}
\\[0.3em]
\emph{Proof.} Every prime factor of~$n! + 1$ will do. \qed
\end{column}
\end{columns}
\bigskip
\begin{columns}[c]
\begin{column}{0.15\textwidth}
\includegraphics[width=\textwidth,valign=t]{monad}
\end{column}
\begin{column}{0.85\textwidth}
\begin{simpleblock}
\textbf{Theorem.}
Every infinite sequence~$f : \NN \to \NN$ is \emph{good}
in that there are numbers $i < j$ such that~$f(i) \leq f(j)$.
\fixedhref{https://lets-play-agda.quasicoherent.io/Padova2025.ComputationalContent.Dickson.html}{\formalized}
\end{simpleblock}
\\[0.3em]
\emph{Proof.} There is a \laterbad{minimal value}~$f(i)$. Set~$j \defeq i+1$. \qed
\end{column}
\end{columns}
\bigskip
\begin{columns}[c]
\begin{column}{0.15\textwidth}
\includegraphics[width=\textwidth,valign=t]{calabi-yau}
\end{column}
\begin{column}{0.85\textwidth}
\begin{simpleblock}
\justifying
\textbf{Theorem.}
Let~$M$ be a surjective matrix with more rows than columns over a
commutative ring~$A$. Then~$1 = 0$ in~$A$.
\fixedhref{https://iblech.github.io/constructive-maximal-ideals/Krull.Dynamical.html\#example}{\formalized}
\end{simpleblock}
\\[0.3em]
\justifying\emph{Proof.}
\laterbad{Assume not.} Then there is a \laterbad{maximal ideal}~$\mmm$.
The matrix is still surjective over~$A/\mmm$. Since~$A/\mmm$ is a field, this
is a contradiction to basic linear algebra. \qed
\end{column}
\end{columns}
\end{frame}
\renewcommand{\insertframeextra}{a}
\begin{frame}{A case study in commutative algebra}
\begin{simpleblock}
\textbf{Theorem.}
Let~$M$ be a surjective matrix with more rows than columns over a
commutative ring~$A$. Then~$1 = 0$ in~$A$.
\fixedhref{https://iblech.github.io/constructive-maximal-ideals/Krull.Dynamical.html\#example}{\formalized}
\end{simpleblock}
\\[0.3em]
\justifying\emph{Proof.}
\bad{Assume not.} Then there is a \bad{maximal ideal}~$\mmm$.
The matrix is still surjective over~$A/\mmm$. Since~$A/\mmm$ is a field, this
is a contradiction to basic linear algebra. \qed
{\centering\scalebox{0.9}{\begin{tikzpicture}
\node (0) at (0,1) {$(0) = \{0\}$};
\node (1) at (0,5) {$(1) = \ZZ$};
\node (2) at (-2,4) {$(2)$};
\node [right of=2] (3) {$(3)$};
\node [below of=2] (4) {$(4)$};
\node [below of=2, xshift=0.7cm] (6) {$(6)$};
\node [right of=3] (5) {$(5)$};
\node [right of=5] (7) {$(7)$};
\node [right of=7] (7d) {$\ldots$\phantom{(}};
\node [right of=7d, xshift=1cm, yshift=-1cm] (max)
{\small\it maximal among the proper ideals};
\node [below of=4] (8) {$(8)$};
\node [right of=8, xshift=3cm] (8d) {$\ldots$};
\draw (0) -- (8);
\draw (0) -- (8d);
\draw (0) -- (6);
\draw (2) -- (1);
\draw (3) -- (1);
\draw (5) -- (1);
\draw (7) -- (1);
\draw (7d) -- (1);
\draw (4) -- (2);
\draw (8) -- (4);
\draw (6) -- (2);
\draw (6) -- (3);
\draw [mypurple!30, thick, shorten <=-2pt, shorten >=-2pt, ->] (max) to [out=120, in=-30] (7d);
\begin{pgfonlayer}{background}
\draw[decorate, very thick, draw=mypurple!30]
($(2.south west) + (8pt, 0)$) arc(270:180:8pt) --
($(2.north west) + (0, -8pt)$) arc(180:90:8pt) --
($(7d.north east) + (-8pt, 0)$) arc(90:0:8pt) --
($(7d.south east) + (0, 8pt)$) arc(0:-90:8pt) --
cycle;
\end{pgfonlayer}
\end{tikzpicture}}\par}
\pause
\begin{mining}[0.8\textwidth]\emph{Proof.}
Write~$M = \left(\begin{smallmatrix}x\\y\end{smallmatrix}\right)$. By surjectivity,
have~$u, v \in A$ with
$
u \left(\begin{smallmatrix}x\\y\end{smallmatrix}\right) = \left(\begin{smallmatrix}1\\0\end{smallmatrix}\right)
$ and $
v \left(\begin{smallmatrix}x\\y\end{smallmatrix}\right) = \left(\begin{smallmatrix}0\\1\end{smallmatrix}\right)
$.
Hence
$
1 = (vy)(ux) = (uy)(vx) = 0
$. \qed
\end{mining}
\end{frame}
\addtocounter{framenumber}{-1}
\renewcommand{\insertframeextra}{b}
\begin{frame}{Maximal ideals as convenient fictions?}
\begin{itemize}
\item[\triang] In \bad{classical mathematics}, every ring has a maximal ideal
by \bad{Zorn's lemma}.
\bigskip\pause
\item[\triang] Without \bad{Zorn}, at least every \bad{countable} ring
$A = \{ x_0, x_1, \ldots \}$ has a maximal ideal.
\small
-- Iterative construction given
an ideal membership test
\fixedhref{https://link.springer.com/article/10.1007/BF01454872}{[Krull
1929]}:
\begin{align*}
\mmm_0 &= \{ 0 \}, &
\mmm_{n+1} &= \begin{cases}
\mmm_n + (x_n), & \text{if $1 \not\in \mmm_n + (x_n)$}, \\
\mmm_n, & \text{else.}
\end{cases}
\intertext{\visible<3->{-- Also without membership test!
\fixedhref{https://citeseerx.ist.psu.edu/document?repid=rep1&type=pdf&doi=a7ff57cacdad6735040459dcf450b231948dbb2f}{[Krivine
1996]},
\fixedhref{https://www.sciencedirect.com/science/article/pii/S0168007204000181}{[Berardi--Valentini
2004]}}}
\action<3->{\mmm_0 &= \{ 0 \}, &
\mmm_{n+1} &= \mmm_n + (\underbrace{\{ x_n \,|\, 1 \not\in \mmm_n + (x_n)
\}}_{\text{a certain subsingleton set}})}
\end{align*}
\bigskip
\pause
\pause
\normalsize
\justifying
\item[\triang] Without \bad{Zorn}, \hil{every} ring has a maximal ideal in
a ``suitable \hil{forcing extension} of the universe''
\fixedhref{https://raw.githubusercontent.com/iblech/constructive-maximal-ideals/master/tex/extended.pdf}{[B.--Schuster
2024]}.
In plain terms:
\hil{Approximate} a (perhaps non-existing) surjection~$\NN \twoheadrightarrow A$
by partial functions which can \hil{grow on demand}.
\end{itemize}
\end{frame}
\renewcommand{\insertframeextra}{}
\end{document}
Beyond verified correctness and collaborative proof engineering: Proofs as programs?
A century ago, Hilbert called upon the mathematical community to explain how to
extract concrete numerical content from abstract proofs involving transfinite
methods. For instance, from a qualitative proof of the existence of a limit, we
might hope to extract a quantitative bound on the rate of convergence. Proof
assistants based on modern type theory offer the tantalizing prospect of
facilitating such extraction by running formalized proofs as programs—adding
value to mechanization beyond verified correctness and collaborative proof
engineering. In the talk, we will explore a case study from commutative algebra
on this kind of proof mining, obtained in joint work with Peter Schuster.
- Start:
- classical logic fairy tale?
- overview as in Swansea talk
- A glimpse of proof mining
- Euclid proof
- Euler proof
- Successes of proof mining in diverse fields
- Example: running Euclid
- A case study in algebra
- Textbook proof
- Issue: Zorn's lemma
- Issue: LEM
- Motto: Running proofs as effectful programs
- Brunerie?
- Hilbert & certificates
- Extracted algorithms are nontrivial, cf. implicational wqo
- Applications of AI:
- automatic application of metalogical extraction techniques
- support for refactoring proofs (for instance for inserting ¬¬'s)
- resulting constructive proofs/algorithms can look "alien" (= artificial intelligence)