From 0d704989e64e83681c01eb384a59324cd6f73d41 Mon Sep 17 00:00:00 2001
From: Daniel Rosel <daniel@alves.world>
Date: Wed, 22 Oct 2025 12:42:10 +0200
Subject: [PATCH] reformating

---
 paper/src/auto/main.el |  8 +++++---
 paper/src/main.tex     | 38 ++++++++++++++++++++++++++++----------
 paper/src/preamble.tex | 35 +++++------------------------------
 3 files changed, 38 insertions(+), 43 deletions(-)

diff --git a/paper/src/auto/main.el b/paper/src/auto/main.el
index 4097669..6207362 100644
--- a/paper/src/auto/main.el
+++ b/paper/src/auto/main.el
@@ -6,12 +6,14 @@
    (setq TeX-command-extra-options
          "-file-line-error -interaction=nonstopmode")
    (TeX-add-to-alist 'LaTeX-provided-class-options
-                     '(("report" "12pt") ("article" "12pt")))
+                     '(("report" "12pt") ("article" "12pt") ("acmart" "sigconf" "nonacm")))
    (TeX-run-style-hooks
     "latex2e"
     "preamble"
     "chapters/01-intro"
-    "article"
-    "art12"))
+    "acmart"
+    "acmart10")
+   (TeX-add-symbols
+    '("footnotetextcopyrightpermission" 1)))
  :latex)
 
diff --git a/paper/src/main.tex b/paper/src/main.tex
index 272213c..2ec0d6d 100644
--- a/paper/src/main.tex
+++ b/paper/src/main.tex
@@ -1,20 +1,38 @@
 % -*- TeX-master: t -*-
-\documentclass[12pt]{article}
+\documentclass[sigconf,nonacm]{acmart}
+
+% Remove ACM copyright/conference info for thesis
+\settopmatter{printacmref=false}
+\renewcommand\footnotetextcopyrightpermission[1]{}
+\pagestyle{plain}
+
 \input{preamble}
 
 \begin{document}
-\title{Agent-Aware Defenses for Dynamic Pricing and Recommendation Systems under Adversarial Traffic}
-\author{Daniel Rösel\\
-\texttt{daniel@alves.world}\\[0.5em]
-IE University\\
-Madrid, Spain}
-\date{}
-\maketitle
+
+\title{Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms}
+
+\author{Daniel Rösel}
+\email{daniel@alves.world}
+\affiliation{%
+  \institution{IE University}
+  \city{Madrid}
+  \country{Spain}
+}
+
+\author{Alberto Martín Izquierdo}
+\email{amartini@faculty.ie.edu}
+\affiliation{%
+  \institution{IE University}
+  \city{Madrid}
+  \country{Spain}
+}
+
 \begin{abstract}
-The introduction of AI agents into the ecosystem of online commerce which is run on dynamic pricing algorithms is disruptive to their own nature.
+The primary objective of this thesis is to develop and validate pricing heuristics that protect e-commerce platforms from systematic exploitation by Large Language Model (LLM) agents within dynamic pricing environments. As AI agents increasingly mediate consumer transactions, they enable users to circumvent the Cost of Information (the price premium accumulated through demand signal expression) by conducting reconnaissance in isolated sessions before executing purchases through clean sessions at base prices. This research will make an anticipatory contribution by adapting recommendation system methodologies to distinguish between genuine human browsing behaviour and agent-orchestrated information gathering, thereby enabling pricing systems to maintain margin integrity without degrading the user experience for legitimate customers or getting rid of leads generated by LLMs.
 \end{abstract}
 
-
+\maketitle
 
 \input{chapters/01-intro}
 
diff --git a/paper/src/preamble.tex b/paper/src/preamble.tex
index 09b02bc..24127cf 100644
--- a/paper/src/preamble.tex
+++ b/paper/src/preamble.tex
@@ -1,35 +1,10 @@
-\usepackage[margin=1in]{geometry}
-\usepackage{microtype}
+% acmart already includes: graphicx, hyperref, booktabs, amsmath, natbib
+% Only load packages not included in acmart
+
 \usepackage{csquotes}
-\usepackage{graphicx}
 \usepackage{subcaption}
-\usepackage{booktabs}
 \usepackage{siunitx}
-\usepackage{amsmath}
-\usepackage{hyperref}
-\usepackage{cleveref}
+
+% Use biblatex instead of natbib (acmart default)
 \usepackage[backend=bibtex,style=numeric]{biblatex}
 \addbibresource{bib/references.bib}
-\hypersetup{colorlinks=true,linkcolor=blue,citecolor=blue,urlcolor=blue}
-\numberwithin{figure}{section}
-\numberwithin{table}{section}
-
-% Custom title formatting to match template
-\usepackage{titling}
-\pretitle{\begin{center}\noindent\rule{\linewidth}{0.4pt}\par\vspace{1em}\LARGE\bfseries}
-\posttitle{\par\end{center}\vspace{0.5em}}
-\preauthor{\begin{center}\large}
-\postauthor{\end{center}}
-\predate{\begin{center}\large}
-\postdate{\end{center}\vspace{1em}}
-
-% Redefine abstract environment
-\renewenvironment{abstract}{%
-  \begin{center}%
-  \textbf{Abstract}%
-  \end{center}%
-  \par\vspace{0.5em}%
-  \small%
-}{%
-  \par\vspace{1em}\noindent\rule{\linewidth}{0.4pt}%
-}