diff --git a/pir/src/main/java/dk/au/pir/protocols/balancedBlockScheme/balancedBlockClient.java b/pir/src/main/java/dk/au/pir/protocols/balancedBlockScheme/balancedBlockClient.java
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+++ b/pir/src/main/java/dk/au/pir/protocols/balancedBlockScheme/balancedBlockClient.java
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+package dk.au.pir.protocols.balancedBlockScheme;
+
+public class balancedBlockClient {
+}
diff --git a/pir/src/main/java/dk/au/pir/protocols/balancedBlockScheme/balancedBlockServer.java b/pir/src/main/java/dk/au/pir/protocols/balancedBlockScheme/balancedBlockServer.java
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--- /dev/null
+++ b/pir/src/main/java/dk/au/pir/protocols/balancedBlockScheme/balancedBlockServer.java
@@ -0,0 +1,4 @@
+package dk.au.pir.protocols.balancedBlockScheme;
+
+public class balancedBlockServer {
+}
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diff --git a/pres/pres.tex b/pres/pres.tex
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+\documentclass{beamer}
+\setbeamertemplate{note page}[plain]
+\usetheme[progressbar=frametitle]{metropolis}
+
+\usepackage{pgfpages}
+\usepackage[final]{pdfpages}
+\setbeameroption{show notes on second screen=right}
+
+% g \in G is explanation as a model
+% f is the model we're trying to explain
+% does, being model agnostic, means we do not care about specifics of f.
+% We use Locally Weighted Square Loss as L, where I suspect pi is the weight and we thus estimate the difference between the actual model
+% and our explanation, and multiply this with the proximity of the data point z, to x.
+% Spørg lige Lasse hvorfor min(L(f,g,pi_x(z)) + omega(g)) bliver intractable, når omega(g) er en konstant!
+
+
+
+
+\usepackage{dirtytalk}
+\usepackage{bbm}
+\usepackage{setspace}
+\usepackage[T1]{fontenc}
+\usepackage[sfdefault,scaled=.85]{FiraSans}
+%\usepackage{newtxsf}
+\usepackage[ruled, linesnumbered]{algorithm2e}
+\SetKwInput{kwRequire}{Require}
+\SetKw{kwExpl}{explain}
+
+\title{Private Information Retrieval}
+\subtitle{Transfering data in a sneaky way}
+\author{Casper Vestergaard Kristensen \and Thomas Carlsen \and Alexander Munch-Hansen}
+\institute{Aarhus University}
+\date{\today}
+
+\begin{document}
+\begin{frame}
+\titlepage
+\end{frame}
+
+\begin{frame}
+  \setbeamertemplate{section in toc}[sections numbered]
+  \frametitle{Outline}
+  \setstretch{0.5}
+  \tableofcontents
+
+\end{frame}
+
+\section{Background}
+\subsection{Introduction}
+\begin{frame}
+  \frametitle{What have we done?}
+  \begin{itemize}
+  \item We have implemented several protocols, which we will briefly discuss
+  \item We have tested these protocols on multiple setups
+    \begin{itemize}
+    \item Changing server size
+    \item Amount of databases
+    \item The block size
+    \end{itemize}
+  \item We have benchmarked on the same parameters
+  \item Reached the conclusion again, that oftentimes big-O notation seldomly gives the correct, most practical, result.
+  \end{itemize}
+\end{frame}
+
+\subsection{Protocols}
+\subsubsection{Simple}
+\begin{frame}
+  \frametitle{The most simple protocol}
+
+  \begin{block}{}
+
+    \begin{columns}[onlytextwidth,T]
+      \column{\dimexpr\linewidth-40mm-5mm}
+
+      \begin{itemize}
+      \item Most simple PIR protocol
+      \item Client has to send a total of $1$ bit and has to receive $n$ bits
+      \item Server has to send $n$ bits and receive $1$ bit
+      \item Client can then figure out what data he wants
+      \end{itemize}
+      \column{40mm}
+      \includegraphics[width=40mm]{graphics/simple_protocol.png}
+
+    \end{columns}
+  \end{block}
+  
+\end{frame}
+
+\subsubsection{XOR-based}
+\begin{frame}
+  \frametitle{Less simple protocol for $2$ databases}
+
+  \begin{block}{}
+
+    \begin{columns}[onlytextwidth,T]
+      \column{\dimexpr\linewidth-50mm-5mm}
+      \setstretch{0.9}
+      \begin{itemize}
+      \item Less simple PIR protocol
+      \item Client has to worst case send $2n$ bits
+        \begin{itemize}
+        \item Expected is only on $n$ bits though
+          \item Has to do quite a bit of work though, sampling randomness
+        \end{itemize}
+      \item Client receives only $1$ bit from each server though
+      \item Server has to send $1$ bit and receive worst-case $2n$ bits
+        \item Server has to compute a lot of XORs though
+      \item Client can then XOR the results from the two servers
+      \end{itemize}
+      \column{60mm}
+     
+      \includegraphics[width=70mm]{graphics/less_simple_protocol.png}
+
+    \end{columns}
+  \end{block}
+    
+\end{frame}
+
+\begin{frame}
+  \frametitle{Improving the previous scheme, TODO!}
+  \includegraphics[width=\textwidth]{graphics/balancedScheme.png}
+\end{frame}
+
+\subsubsection{Interpolation based}
+\begin{frame}
+  \frametitle{Interpoly scheme}
+  Won't introduce again, however, we expect it to be worse in almost all metrics:
+  \begin{itemize}
+  \item We have to send BigIntegers from client to server, as the scheme relies on large polynomials
+  \item We have to send either all of the random sequences or the seed from which they originate
+    \begin{itemize}
+    \item This can be seen as a balancing act. If sequences are sent, server does not have to compute, but heavy on bandwidth
+      \item If seed is sent, low on bandwidth but the server also has to compute the sequences
+      \end{itemize}
+      \item In general, all of the computations regarding the polynomials, are likely to slow down the response time of the servers
+  \end{itemize}
+\end{frame}
+\section{Expected Results}
+\begin{frame}
+  \frametitle{Overall expected results}
+  \begin{itemize}
+  \item We expect the scheme which we have yet to implement, to perform the best
+    \begin{itemize}
+    \item The client has to sent less, so less bandwidth
+    \item The client has to compute less
+    \item But the server has to compute and send more, which is acceptable, as we expect server to be stronger than client
+    \end{itemize}
+  \item We expect the simple scheme of $2$ databases to be outperformed by the scheme where the server simply sends the entire database
+    \begin{itemize}
+    \item This is due to the client still sending expected $n$ bits, but both server and client has to perform a computation
+    \item Client has to compute randomness
+      \item Server has to XOR
+      \end{itemize}
+      \item We expect the Interpoly scheme to be the worst in all regards, as mentioned in previous slide
+  \end{itemize}
+\end{frame}
+
+\section{Results}
+\begin{frame}
+  \frametitle{Initial Results}
+\end{frame}
+
+
+\end{document}