move most stuff to outline section

add cross entropy loss infos
add text to 4 different methods

src/main.tex

@@ -1,12 +1,22 @@
+\def\ieee{1}
+
+\if\ieee1
 \documentclass[sigconf]{acmart}
+\else
+\documentclass{llncs}
+\fi
 \usepackage{amsmath}
 \usepackage{mathtools}
+\usepackage{hyperref}
 
 \usepackage[inline]{enumitem}
 
+
+\if\ieee1
 \settopmatter{printacmref=false} % Removes citation information below abstract
 \renewcommand\footnotetextcopyrightpermission[1]{} % removes footnote with conference information in first column
 \pagestyle{plain} % removes running headers
+\fi
 
 %%
 %% \BibTeX command to typeset BibTeX logo in the docs
@@ -14,7 +24,9 @@
     \providecommand\BibTeX{{%
         \normalfont B\kern-0.5em{\scshape i\kern-0.25em b}\kern-0.8em\TeX}}}
 
+\if\ieee1
 \acmConference{Minimize labeling effort of Binary classification Tasks with Active learning}{2023}{Linz}
+\fi
 
 %%
 %% end of the preamble, start of the body of the document source.
@@ -32,14 +44,18 @@
 %% "authornote" and "authornotemark" commands
 %% used to denote shared contribution to the research.
     \author{Lukas Heiligenbrunner}
+
+    \if\ieee1
     \email{k12104785@students.jku.at}
     \affiliation{%
-        \institution{Johannes Kepler University Linz}
-        \city{Linz}
-        \state{Upperaustria}
-        \country{Austria}
-        \postcode{4020}
+    \institution{Johannes Kepler University Linz}
+    \city{Linz}
+    \state{Upperaustria}
+    \country{Austria}
+    \postcode{4020}
     }
+    \fi
+
 
 %%
 %% By default, the full list of authors will be used in the page
@@ -47,11 +63,15 @@
 %% other information printed in the page headers. This command allows
 %% the author to define a more concise list
 %% of authors' names for this purpose.
-    \renewcommand{\shortauthors}{Lukas Heilgenbrunner}
+%    \renewcommand{\shortauthors}{Lukas Heilgenbrunner}
 
 %%
 %% The abstract is a short summary of the work to be presented in the
 %% article.
+    \if\ieee0
+    \maketitle
+    \fi
+
     \begin{abstract}
         Active learning might result in a faster model convergence and thus less labeled samples would be required. This method might be beneficial in areas where labeling datasets is demanding and reducing computational effort is not the main objective.
     \end{abstract}
@@ -59,7 +79,9 @@
 %%
 %% Keywords. The author(s) should pick words that accurately describe
 %% the work being presented. Separate the keywords with commas.
+    \if\ieee1
     \keywords{neural networks, ResNET, pseudo-labeling, active-learning}
+    \fi
 
 %\received{20 February 2007}
 %\received[revised]{12 March 2009}
@@ -68,7 +90,9 @@
 %%
 %% This command processes the author and affiliation and title
 %% information and builds the first part of the formatted document.
+    \if\ieee1
     \maketitle
+    \fi
     \input{introduction}
     \input{materialandmethods}
     \input{implementation}