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% TODO: Make all [H] -> [t]
\chapter{Fault Tolerant QEC}
% Intro
An important challenge of \ac{qec} that was recognized early on is
the fact that the error correction machinery itself may introduce new
errors \cite[Sec.~III]{shor_scheme_1995}.
Specifically for stabilizer codes, errors may happen during the
syndrome extraction process, since it is implemented in quantum hardware itself.
We call the errors the \ac{qec} procedure is supposed to correct
\emph{input errors} and the errors introduced by the procedure itself
\emph{internal errors}.
In order to be \emph{fault-tolerant}, the procedure must be able to
address both types of errors.
% Definition of fault tolerance
% TODO: Proper consideration with number of errors
We model the possible occurrence of errors during any processing
stage as different \emph{error locations} $E_i,~i\in \{1,\ldots,N\}$
in the circuit.
$N \in \mathbb{N}$ is the total number of error locations.
The \emph{circuit error vector} $\bm{e} \in \{0,1\}^N$ is a vector
indicating which errors occurred, with
\begin{align*}
e_i :=
\begin{cases}
1, & \text{Error $E_i$ occurred} \\
0, & \text{otherwise}
\end{cases}
.%
\end{align*}
\autoref{fig:fault_tolerance_overview} illustrates the flow of errors.
A \ac{qec} procedure is deemed fault tolerant if
\cite[Def.~5]{gottesman_introduction_2009}
\begin{align*}
% tex-fmt: off
\text{A)}
% tex-fmt: on
\hspace{5mm} & \lVert \bm{e}_\text{output} \rVert
\le \lVert \bm{e}_\text{internal} \rVert
\hspace{5mm} \forall\,
\bm{e}_\text{input}, \bm{e}_\text{internal} \in \{0,1\}^N :
\lVert \bm{e}_\text{internal} \rVert \le t \\
% tex-fmt: off
\text{B)}
% tex-fmt: on
\hspace{5mm} & \lVert \bm{e}_\text{output} \rVert = 0
\hspace{19.3mm} \forall\,
\bm{e}_\text{input}, \bm{e}_\text{internal} \in \{0,1\}^N :
\lVert \bm{e}_\text{input} \rVert + \lVert \bm{e}_\text{internal}
\rVert \le t
,
\end{align*}
where $t = \lfloor (d_\text{min} -1)/2 \rfloor$ is the number of
errors the original code is able to correct.
Condition A limits the spread of input errors during the error
correction process.
Condition B means that as long as there are few enough internal and
input errors, the scheme should be able to correct all of them.
% Practical considerations
% TODO: Are the fault-tolerant QEC procedures where we don't perform
% multiple measurement rounds?
\content{We generally need to perform multiple rounds of syndrome extraction}
\content{The number of rounds of syndrome extraction is usually
chosen equal to the $d_\text{min}$ of the code}
\content{One-shot decoding property}
\begin{figure}[t]
\centering
\begin{tikzpicture}
\node[rectangle, draw, fill=orange!20, minimum
height=2cm, minimum width=2.5cm, align=center] at (0,0)
(internal) {Internal Errors\\ $\bm{e}_\text{internal}$};
\node[signal, draw, fill=orange!20, minimum height=2cm,
minimum width=2.5cm, align=center, signal pointer angle=140]
at (-2.8, 0) (input) {Input Errors \\ $\bm{e}_\text{input}$};
\node at (1.99,0) {\huge =};
\node[rectangle, draw, fill=orange!20, minimum height=2cm,
minimum width=2.5cm, align=center] at (4,0) (output)
{Output Errors\\ $\bm{e}_\text{output}$};
\node[above] at (input.north) {\small Input State};
\node[above] at (internal.north) {\small QEC};
\node[above] at (output.north) {\small Output State};
\end{tikzpicture}
\caption{
Sources of error in a fault-tolerant \ac{qec} system.
Adapted from \cite[Figure~2]{derks_designing_2025}.
}
\label{fig:fault_tolerance_overview}
\end{figure}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\section{Noise Models}
\label{sec:Noise Models}
% Intro
% TODO: Different variable name for N?
We collect the probabilities of error at each location in the
\emph{noise model}, a vector $\bm{p} \in \mathbb{R}^N$, where $N \in
\mathbb{N}$ is the number of possible error locations.
There are different types of noise models, each allowing for
different error locations in the circuit.
% Figure intro
We will illustrate the most widely used types of error models on the
example of the three-qubit repetition code for $X$ errors.
This code has stabilizers $Z_1Z_2$ and $Z_2Z_3$.
Figure \autoref{fig:pure_syndrome_extraction} shows the respective
check matrix and syndrome extraction circuit.
Note that this is a concrete implementation using CNOT gates, as
opposed to the system-level view introduced in
\autoref{subsec:Stabilizer Codes}.
We visualize the different types of noise models in
\autoref{fig:noise_model_types}.
% Data and ancilla qubits
\content{Introduce data qubits}
\content{\textbf{TODO:} Write something about the code/circuit distance}
% Bit-flip noise
The simplest type of noise model is \emph{bit-flip} noise.
This corresponds to the classical \ac{bsc}, i.e., only $X$ errors on the
data qubits are possible \cite[Appendix~A]{gidney_new_2023}.
Note that we cannot use bit-flip noise to develop fault-tolerant
systems, as it doesnt't account for errors during the syndrome extraction.
This is shown in \autoref{subfig:bit_flip}. \\
\content{Some more words on bit-flip noise}
\content{\textbf{TODO}: What is this useful for? Just as a first step?}
% Depolarizing channel
Extending bit-flip noise to consider $X,Z$ or $Y$ instead of just $X$ errors,
we obtain the \emph{depolarizing channel}
\cite[Sec.~7.6]{gottesman_stabilizer_1997}, depicted in
\autoref{subfig:depolarizing}. \\
\content{Some more words on the depolarizing channel}
\content{\textbf{TODO}: What does this model? Memory experiment with
ideal syndrome extraction?}
\content{\textbf{TODO}: Why is it called depolarizing?}
\content{\textbf{TODO:} Write something about ``code capacity'' noise models}
% Phenomenological noise
The \emph{phenomenological noise model} is the first type of noise model we
examine that accounts for faults during the syndrome extraction.
Here, we consider multiple rounds of syndrome measurements with a
depolarizing channel before each round.
Additionally, we allow for measurement errors by having $X$ error
locations right before each measurement \cite[Appendix~A]{gidney_new_2023}.
Note that it is enough to only consider $X$ errors at this point,
since that is the only type of error directly affecting the
measurement outcomes.
This model is depicted in \autoref{subfig:phenomenological}.\\
\content{\textbf{TODO}: Why is this useful? Derks et al. mentioned
something about it being useful to derive fault-tolerant circuits}
% Circuit-level noise
The most general type of noise model is \emph{circuit-level noise}.
Here we not only consider noise inbetween syndrome extraction rounds
and at the measurements, but at each gate.
Specifically, we allow arbitrary for $n$-qubit Pauli errors after
each $n$-qubit gate.
An $n$-qubit Pauli error is simply a series of correlated Pauli
errors on each individual related qubit.
Circuit-level noise is shown in \autoref{subfig:circuit_level}. \\
\content{\textbf{TODO}: Why do we need this? Derks et al. mentioned
something about needing it for actual simulations, even when using
phenomenological noise for derivations.}
% Different noise models for circuit-level noise
\content{Comparison from Gidney's paper}
\content{In this work we only consider standard circuit-based
depolarizing noise}
\begin{figure}[t]
\centering
\begin{minipage}{0.5\textwidth}
\begin{align*}
\bm{H} =
\left[
\begin{array}{ccc|ccc}
0 & 0 & 0 & 0 & 0 & 0 \\
0 & 0 & 0 & 0 & 0 & 0 \\
0 & 0 & 0 & 1 & 1 & 0 \\
0 & 0 & 0 & 0 & 1 & 1
\end{array}
\right]
\end{align*}
\end{minipage}%
\begin{minipage}{0.5\textwidth}
% tex-fmt: off
\begin{quantikz}%[row sep=4mm, column sep=4mm]
\lstick[3]{$\ket{\psi}_\text{L}$} & \ctrl{3} & & & & & \\
& & \ctrl{2} & \ctrl{3} & & & \\
& & & & \ctrl{2} & & \\
\lstick{$\ket{0}_{\text{A}_1}$} & \targ{} & \targ{} & & & \meter{} & \setwiretype{c} \\
\lstick{$\ket{0}_{\text{A}_2}$} & & & \targ{} & \targ{} & \meter{} & \setwiretype{c}
\end{quantikz}
% tex-fmt: on
\end{minipage}%
\caption{
Syndrome extraction circuit for the three-qubit repetition
code under bit-flip noise.
}
\label{fig:pure_syndrome_extraction}
\end{figure}
\begin{figure}[t]
\centering
\newcommand{\xerr}{\gate[style={fill=KITblue!50}]{\phantom{1}}}
\newcommand{\xyzerr}{\gate[style={
draw=black,
fill=KITred,
path picture={
% tex-fmt: off
\fill[KITblue!60]
($(path picture bounding box.south west)+(0,0)$)
-- ($(path picture bounding box.north west)+(0,0)$)
-- ($(path picture bounding box.north west)+(0.28,0)$)
-- cycle;
\fill[KITorange!60]
($(path picture bounding box.north east)+(0,0)$)
-- ($(path picture bounding box.south east)+(0,0)$)
-- ($(path picture bounding box.south east)+(-0.28,0)$)
-- cycle;
\fill[KITred!60]
($(path picture bounding box.north east)+(0,0)$)
-- ($(path picture bounding box.south east)+(-0.28,0)$)
-- ($(path picture bounding box.south west)+(0,0)$)
-- ($(path picture bounding box.north west)+(0.28,0)$)
-- cycle;
% tex-fmt: on
}
}]{\phantom{1}}}
\begin{minipage}{0.7\textwidth}
\begin{minipage}{\textwidth}
\centering
% tex-fmt: off
\begin{quantikz}[row sep=4mm, column sep=4mm]
\lstick[3]{$\ket{\psi}_\text{L}$} & \xerr & \ctrl{3} & & & & & \\
& \xerr & & \ctrl{2} & \ctrl{3} & & & \\
& \xerr & & & & \ctrl{2} & & \\
\lstick{$\ket{0}_{\text{A}_1}$} & & \targ{} & \targ{} & & & \meter{} & \setwiretype{c} \\
\lstick{$\ket{0}_{\text{A}_2}$} & & & & \targ{} & \targ{} & \meter{} & \setwiretype{c}
\end{quantikz}
% tex-fmt: on
\subcaption{Bit-flip noise.}
\label{subfig:bit_flip}
\end{minipage}
\vspace*{5mm}
\begin{minipage}{\textwidth}
\centering
% tex-fmt: off
\begin{quantikz}[row sep=4mm, column sep=4mm]
\lstick[3]{$\ket{\psi}_\text{L}$} & \xyzerr & \ctrl{3} & & & & & \\
& \xyzerr & & \ctrl{2} & \ctrl{3} & & & \\
& \xyzerr & & & & \ctrl{2} & & \\
\lstick{$\ket{0}_{\text{A}_1}$} & & \targ{} & \targ{} & & & \meter{} & \setwiretype{c} \\
\lstick{$\ket{0}_{\text{A}_2}$} & & & & \targ{} & \targ{} & \meter{} & \setwiretype{c}
\end{quantikz}
% tex-fmt: on
\subcaption{Depolarizing channel.}
\label{subfig:depolarizing}
\end{minipage}
\vspace*{5mm}
\begin{minipage}{\textwidth}
\centering
% tex-fmt: off
\begin{quantikz}[row sep=4mm, column sep=4mm]
\lstick[3]{$\ket{\psi}_\text{L}$} & \xyzerr & \ctrl{3} & & & & & & \xyzerr & & \setwiretype{n} & \\
& \xyzerr & & \ctrl{2} & \ctrl{3} & & & & \xyzerr & & \setwiretype{n} & \gate[style={left,draw=none}]{\cdots} \\
& \xyzerr & & & & \ctrl{2} & & & \xyzerr & & \setwiretype{n} & \\
\lstick{$\ket{0}_{\text{A}_1}$} & & \targ{} & \targ{} & & & \xerr & \meter{} & \setwiretype{c} \\
\lstick{$\ket{0}_{\text{A}_2}$} & & & & \targ{} & \targ{} & \xerr & \meter{} & \setwiretype{c}
\end{quantikz}
% tex-fmt: on
\subcaption{Phenomenological noise.}
\label{subfig:phenomenological}
\end{minipage}
\vspace*{5mm}
\begin{minipage}{\textwidth}
\centering
% tex-fmt: off
\begin{quantikz}[row sep=4mm, column sep=2mm]
\lstick[3]{$\ket{\psi}_\text{L}$} & \xyzerr & \ctrl{3} & \xyzerr \wire[d][3]{q} & & & & & & & & & \xyzerr & & \setwiretype{n} & \\
& \xyzerr & & & \ctrl{2} & \xyzerr \wire[d][2]{q} & \ctrl{3} & \xyzerr \wire[d][3]{q} & & & & & \xyzerr & & \setwiretype{n} & \gate[style={left,draw=none,xshift=3.5mm}]{\cdots} \\
& \xyzerr & & & & & & & \ctrl{2} & \xyzerr \wire[d][2]{q} & & & \xyzerr & & \setwiretype{n} & \\
\lstick{$\ket{0}_{\text{A}_1}$} & \xyzerr & \targ{} & \xyzerr & \targ{} & \xyzerr & & & & & \xerr & \meter{} & \setwiretype{c} \\
\lstick{$\ket{0}_{\text{A}_2}$} & \xyzerr & & & & & \targ{} & \xyzerr & \targ{} & \xyzerr & \xerr & \meter{} & \setwiretype{c}
\end{quantikz}
% tex-fmt: on
\subcaption{Circuit-level noise.}
\label{subfig:circuit_level}
\end{minipage}
\end{minipage}%
\hfill%
\begin{minipage}{0.23\textwidth}
\centering
% tex-fmt: off
\begin{quantikz}[row sep=4mm, column sep=2mm]
\setwiretype{n} & \xerr & \gate[style={right, draw=none, xshift=-15mm}]{\text{X error}} \\
\setwiretype{n} & \xyzerr & \gate[style={right, draw=none, xshift=-15mm}]{\text{X,Z, or Y error}} \\
\setwiretype{n} & \gate{\phantom{1}}\wire[d][1]{q} & \gate[style={right, draw=none, xshift=-15mm},2]{\text{Correlated error}} \\
\setwiretype{n} & \gate{\phantom{1}} &
\end{quantikz}
% tex-fmt: on
\end{minipage}
\caption{Types of noise models.}
\label{fig:noise_model_types}
\end{figure}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\section{Detector Error Models}
\label{sec:Detector Error Models}
\content{\textbf{TODO}: Look up how Derks et al. introduce DEMs}
% Different ways of implementing fault tolerance
\content{Ways of implementing fault tolerance different from DEMs}
% Core idea
\content{Construct ``circuit code'' from original code}
% Benefits
\content{Benefits of this approach \cite[Sec.~4.2]{derks_designing_2025}}
%%%%%%%%%%%%%%%%
\subsection{Measurement Syndrome Matrix}
\label{subsec:Measurement Syndrome Matrix}
% Core idea
\content{Core idea: Matrix describes parity checks \\
$\rightarrow$ A column shows which parity checks the
corresponding VN contributes to \\
$\rightarrow$ View columns as syndromes corresponding to error
locations in the circuit
}
% Multiple rounds of syndrome extraction
% TODO: First introduce syndrome measurement matrix, mathematically
% (consult Derks et al.'s paper). Then use the three-qubit repetition
% code as an example only
\autoref{fig:rep_code_multiple_rounds_bit_flip} shows a circuit
performing three rounds of syndrome extraction for the three-qubit
repetition code introduced earlier.
We are only considering bit-flip noise at this point.
For each syndrome extraction round, we get an additional set of
syndrome measurements.
We combine these measurements by stacking them in a new vector $\bm{s}
\in \mathbb{F}_2^{n_\text{rounds}\cdot(n-k)}$.
To model this behavior mathematically, we append additional rows to
the check matrix.
We call this matrix the \emph{measurement syndrome matrix}
$\bm{\Omega}$.
\begin{figure}[H]
\centering
\begin{minipage}{0.3\textwidth}
\centering
\begin{tikzpicture}
\node{$%
\bm{\Omega} =
\begin{pmatrix}
1 & 1 & 0 \\
0 & 1 & 1 \\
1 & 1 & 0 \\
0 & 1 & 1 \\
1 & 1 & 0 \\
0 & 1 & 1
\end{pmatrix}%
$
};
\draw [
line width=1pt,
decorate,
decoration={brace,mirror,amplitude=3mm,raise=5mm}
]
(1,0.55) -- (1,1.4)
node[midway,right,xshift=10mm]{$\text{SE}_1$};
\draw [
line width=1pt,
decorate,
decoration={brace,mirror,amplitude=3mm,raise=5mm}
]
(1,-0.4) -- (1,0.45)
node[midway,right,xshift=10mm]{$\text{SE}_2\hspace{2mm},$};
\draw [
line width=1pt,
decorate,
decoration={brace,mirror,amplitude=3mm,raise=5mm}
]
(1,-1.38) -- (1,-0.5)
node[midway,right,xshift=10mm]{$\text{SE}_3$};
\end{tikzpicture}
\end{minipage}%
\begin{minipage}{0.3\textwidth}
\centering
\vspace*{-6mm}
\begin{gather*}
\bm{s} \in \text{span} \mleft\{ \bm{\Omega} \mright\}
\end{gather*}
\end{minipage}
\newcommand{\preperr}[1]{
\gate[style={fill=blue!20}]{\scriptstyle #1}
}
\vspace*{5mm}
\begin{quantikz}[
row sep=4mm, column sep=4mm,
wire types={q,q,q,q,q,n,n,n,n},
execute at end picture={
\draw [
line width=1pt,
decorate,
decoration={brace,amplitude=3mm,raise=9mm}
]
(\tikzcdmatrixname-4-19.north east)
--
(\tikzcdmatrixname-5-19.south east)
node[midway,right,xshift=14mm]{$\text{SE}_1$};
\draw [
line width=1pt,
decorate,
decoration={brace,amplitude=3mm,raise=9mm}
]
(\tikzcdmatrixname-6-19.north east)
--
(\tikzcdmatrixname-7-19.south east)
node[midway,right,xshift=14mm]{$\text{SE}_2$};
\draw [
line width=1pt,
decorate,
decoration={brace,amplitude=3mm,raise=9mm}
]
(\tikzcdmatrixname-8-19.north east)
--
(\tikzcdmatrixname-9-19.south east)
node[midway,right,xshift=14mm]{$\text{SE}_3$};
}
]
% tex-fmt: off
\lstick[3]{$\ket{\psi}_\text{L}$} & \preperr{E_0} & \ctrl{3} & & & & & & \ctrl{5} & & & & & & \ctrl{7} & & & & & \\
& \preperr{E_1} & & \ctrl{2} & \ctrl{3} & & & & & \ctrl{4} & \ctrl{5} & & & & & \ctrl{6} & \ctrl{7} & & & \\
& \preperr{E_2} & & & & \ctrl{2} & & & & & & \ctrl{4} & & & & & & \ctrl{6} & & \\
\lstick{$\ket{0}_{\text{A}_1}$} & & \targ{} & \targ{} & & & & & & & & & & & & & & & \meter{} & \setwiretype{c} \\
\lstick{$\ket{0}_{\text{A}_2}$} & & & & \targ{} & \targ{} & & & & & & & & & & & & & \meter{} & \setwiretype{c} \\
& & & & & & \lstick{$\ket{0}_{\text{A}_3}$} & \setwiretype{q} & \targ{} & \targ{} & & & & & & & & & \meter{} & \setwiretype{c} \\
& & & & & & \lstick{$\ket{0}_{\text{A}_4}$} & \setwiretype{q} & & & \targ{} & \targ{} & & & & & & & \meter{} & \setwiretype{c} \\
& & & & & & & & & & & & \lstick{$\ket{0}_{\text{A}_5}$} & \setwiretype{q} & \targ{} & \targ{} & & & \meter{} & \setwiretype{c} \\
& & & & & & & & & & & & \lstick{$\ket{0}_{\text{A}_6}$} & \setwiretype{q} & & & \targ{} & \targ{} & \meter{} & \setwiretype{c}
% tex-fmt: on
\end{quantikz}
\caption{
Repeated syndrome extraction circuit for the three-qubit
repetition code under bit flip noise.
}
\label{fig:rep_code_multiple_rounds_bit_flip}
\end{figure}
\begin{figure}[H]
\begin{gather*}
\hspace*{-33.3mm}%
\begin{array}{c}
E_6 \\
\downarrow
\end{array}
\end{gather*}
\vspace*{-8mm}
\begin{gather*}
\bm{\Omega} =
\left(
\begin{array}{
cccccc%
>{\columncolor{red!20}}c%
cccccccc
}
1 & 1 & 0 & 1 & 0 & 0 & 0 & 0 & 0 & 0
& 0 & 0 & 0 & 0 & 0 \\
0 & 1 & 1 & 0 & 1 & 0 & 0 & 0 & 0 & 0
& 0 & 0 & 0 & 0 & 0 \\
1 & 1 & 0 & 0 & 0 & 1 & 1 & 0 & 1 & 0
& 0 & 0 & 0 & 0 & 0 \\
0 & 1 & 1 & 0 & 0 & 0 & 1 & 1 & 0 & 1
& 0 & 0 & 0 & 0 & 0 \\
1 & 1 & 0 & 0 & 0 & 1 & 1 & 0 & 0 & 0
& 1 & 1 & 0 & 1 & 0 \\
0 & 1 & 1 & 0 & 0 & 0 & 1 & 1 & 0 & 0
& 0 & 1 & 1 & 0 & 1
\end{array}
\right),
\hspace*{7mm}
\bm{s} \in \text{span} \mleft\{
\bm{\Omega} \mright\}
\end{gather*}
\vspace*{5mm}
\newcommand{\preperr}[1]{
\gate[style={fill=blue!20}]{\scriptstyle #1}
}
\newcommand{\measerr}{\gate[style={fill=blue!20}]{\phantom{1}}}
\newcommand{\noise}{
\gate[style={noisy}]{\text{\small X}}%
\setwiretype{n}%
\wire[l][1]{q}
}
\newcommand{\redwire}[1]{
\wire[r][#1][style={draw=red, line width=1.5pt}]{q}
}
\newcommand{\redtarg}{
\targ[style={draw=red}]{}%
\setwiretype{n}%
\wire[l][1]{q}
}
\newcommand{\redctrl}[1]{
\ctrl[style={draw=red,fill=red,line width=1.5pt}]{#1}
}
\newcommand{\redmeter}{\meter[style={draw=red,fill=red!20}]{}}
\tikzset{
noisy/.style={
starburst,
starburst point height=2.5mm,
fill=red!25, draw=red!85!black,
line width=1.5pt,
inner xsep=-2pt, inner ysep=-2pt
},
}
\centering
% tex-fmt: off
\begin{quantikz}[row sep=4mm, column sep=3mm, wire types={q,q,q,q,q,n,n,n,n}]
\lstick[3]{$\ket{\psi}_\text{L}$} & \preperr{E_0} & \ctrl{3} & & & & \preperr{E_5} & & \ctrl{5} & & & & \preperr{E_{10}} & & \ctrl{7} & & & & & & \\
& \preperr{E_1} & & \ctrl{2} & \ctrl{3} & & \noise\redwire{14} & & & \redctrl{4} & \redctrl{5} & & \preperr{E_{11}} & & & \redctrl{6} & \redctrl{7} & & & & \\
& \preperr{E_2} & & & & \ctrl{2} & \preperr{E_7} & & & & & \ctrl{4} & \preperr{E_{12}} & & & & & \ctrl{6} & & & \\
\lstick{$\ket{0}_{\text{A}_1}$} & & \targ{} & \targ{} & & & & & & & & & & & & & & & \preperr{E_3} & \meter{} & \setwiretype{c} \\
\lstick{$\ket{0}_{\text{A}_2}$} & & & & \targ{} & \targ{} & & & & & & & & & & & & & \preperr{E_4} & \meter{} & \setwiretype{c} \\
& & & & & & \lstick{$\ket{0}_{\text{A}_3}$} & \setwiretype{q} & \targ{} & \redtarg\redwire{10} & & & & & & & & & \preperr{E_8} & \redmeter\wire[r][1][style={draw=red,double, line width=1.5pt}]{q} & \setwiretype{n} \\
& & & & & & \lstick{$\ket{0}_{\text{A}_4}$} & \setwiretype{q} & & & \redtarg\redwire{9} & \targ{} & & & & & & & \preperr{E_9} & \redmeter\wire[r][1][style={draw=red,double, line width=1.5pt}]{q} & \setwiretype{n} \\
& & & & & & & & & & & & \lstick{$\ket{0}_{\text{A}_5}$} & \setwiretype{q} & \targ{} & \redtarg\redwire{4} & & & \preperr{E_{13}} & \redmeter\wire[r][1][style={draw=red,double, line width=1.5pt}]{q} & \setwiretype{n} \\
& & & & & & & & & & & & \lstick{$\ket{0}_{\text{A}_6}$} & \setwiretype{q} & & & \redtarg\redwire{3} & \targ{} & \preperr{E_{14}} & \redmeter\wire[r][1][style={draw=red,double, line width=1.5pt}]{q} & \setwiretype{n}
\end{quantikz}
% tex-fmt: on
\caption{
Repeated syndrome extraction circuit for the three-qubit
repetition code under phenomenological noise.
}
\end{figure}
%%%%%%%%%%%%%%%%
\subsection{Detector Error Matrix}
\label{subsec:Detector Error Matrix}
% Core idea
% TODO: Make this a proper definition?
Instead of using the measurements as parity indicators directly, we
may wish to combine them in some way.
We call such combinations \emph{detectors}.
Formally, a detector is a parity constraint on a set of measurement
outcomes \cite[Def.~2.1]{derks_designing_2025}.
\content{Detector matrix}
\content{Detector error matrix}
\content{One way of defining the detectors is ...}
\begin{figure}[H]
\centering
\tikzset{
gate/.style={
draw, %line width=1pt,
minimum height=2cm,
}
}
% tex-fmt: off
\begin{quantikz}[row sep=2mm, column sep=4mm, wire types={q,q,q,n,n,n}]
\lstick[3]{$\ket{\psi}_\text{L}$} & \gate[3]{\text{SE}_1} & & \gate[3]{\text{SE}_2} & & \gate[3]{\text{SE}_3} & & \gate[3]{\text{SE}_4} & \\
& & & & & & & & & \setwiretype{n} & \ldots \\
& \wire[d][3]{c} & & \wire[d][1]{c} & & \wire[d][1]{c} & & \wire[d][1]{c} & \\
& \ctrl[wire=c]{0}\wire[r][1]{c} & \wire[d][1]{c} & \ctrl[vertical wire=c]{1}\wire[r][1]{c} & \wire[d][1]{c} & \ctrl[vertical wire=c]{1}\wire[r][1]{c} & \wire[d][1]{c} & \ctrl[vertical wire=c]{1}\wire[r][1]{c} & \\
& & \wire[r][1]{c} & \targ{}\wire[d][1]{c} & \wire[r][1]{c} & \targ{}\wire[d][1]{c} & \wire[r][1]{c} & \targ{}\wire[d][1]{c} & \\
& \gate[1]{\bm{D}_1} & & \gate[1]{\bm{D}_2} & & \gate[1]{\bm{D}_3} & & \gate[1]{\bm{D}_4} & \\
\end{quantikz}
% tex-fmt: on
\caption{Construction of detectors from measurements in the general case.}
\end{figure}
\content{The three-qubit repetition code as an exmaple}
\begin{figure}[H]
\centering
\hspace*{-5mm}
\begin{minipage}{0.42\textwidth}
\newcommand{\redwire}[1]{
\wire[r][#1][style={draw=red, line width=1.5pt, double}]{q}
}
\newcommand{\inwire}{
\wire[l][1][style={draw=red, line width=1.5pt}]{q}
}
\newcommand{\redtarg}{
\targ[style={draw=red,line width=1.5pt}]{}%
\setwiretype{n}%
}
\newcommand{\redctrl}[1]{
\ctrl[style={draw=red,fill=red, line width=1.5pt}]{0}%
\wire[d][#1][style={draw=red, line width=1.5pt, double}]{q}
}
\newcommand{\redmeter}{\meter[style={draw=red,fill=red!20}]{}}
\newcommand{\redgate}[1]{\gate[style={draw=red,fill=red!20}]{\textcolor{red}{#1}}}
% tex-fmt: off
\begin{quantikz}[row sep=4mm, column sep=3mm, wire types={n,n,n,n,n,n}]
& \meter{}\wire[l][1]{q}\wire[r][1]{c} & \setwiretype{c} & & & \ctrl[vertical wire=c]{2} & & \gate{D_1} \\
& \meter{}\wire[l][1]{q}\wire[r][1]{c} & \setwiretype{c} & & & & \ctrl[vertical wire=c]{2} & \gate{D_2} \\
& \redmeter{}\inwire\redwire{6} & & \redctrl{2} & & \targ{} & & \redgate{D_3} \\
& \redmeter{}\inwire\redwire{6} & & & \redctrl{2} & & \targ{} & \redgate{D_4} \\
& \redmeter{}\inwire\redwire{2} & & \redtarg\wire[r][4]{c} & & & & \gate{D_5} \\
& \redmeter{}\inwire\redwire{3} & & & \redtarg\wire[r][3]{c} & & & \gate{D_6}
\end{quantikz}
% tex-fmt: on
\end{minipage}%
\begin{minipage}{0.56\textwidth}
\newcommand\cc{\cellcolor{orange!20}}
\begin{align*}
\bm{H} =
% tex-fmt: off
\left(\begin{array}{ccccccccccccccc}
1 & 1 & 0 & 1 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\
0 & 1 & 1 & 0 & 1 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 & 0 \\
\cc{0} & \cc{0} & \cc{0} & \cc{1} & \cc{0} & 1 & 1 & 0 & 1 & 0 & 0 & 0 & 0 & 0 & 0 \\
\cc{0} & \cc{0} & \cc{0} & \cc{0} & \cc{1} & 0 & 1 & 1 & 0 & 1 & 0 & 0 & 0 & 0 & 0 \\
\cc{0} & \cc{0} & \cc{0} & \cc{0} & \cc{0} & \cc{0} & \cc{0} & \cc{0} & \cc{1} & \cc{0} & 1 & 1 & 0 & 1 & 0 \\
\cc{0} & \cc{0} & \cc{0} & \cc{0} & \cc{0} & \cc{0} & \cc{0} & \cc{0} & \cc{0} & \cc{1} & 0 & 1 & 1 & 0 & 1
\end{array}\right)
% tex-fmt: on
\end{align*}
\end{minipage}
\caption{Construction of detectors from the measurements of a
three-qubit repetition code.}
\label{fig:Construction of the detectors from the measurements}
\end{figure}
%%%%%%%%%%%%%%%%
\subsection{Detector Error Models}
\label{subsec:Detector Error Models}
\content{Combination of detector error matrix and noise model}
\content{Contains all information necessary for decoding
\cite[Intro.]{derks_designing_2025}}
\content{Not only useful for decoding, but also for ... (Derks et al.)}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\section{Practical Considerations}
\label{sec:Practical Considerations}
% Intro
\content{Intro}
%%%%%%%%%%%%%%%%
\subsection{Practical Methodology}
\label{subsec:Practical Methodology}
\content{Per-round-LER explanation}
%%%%%%%%%%%%%%%%
\subsection{Stim}
\label{subsec:Stim}
\content{Circuit code heavily depends on the exact circuit construction}
\content{Not easy to predict how errors at different locations
propagate through the circuit an what detectors they affect}
\content{Stim is a software package that generates DEMs from circuits}
\content{The user still has to define the circuit themselves, and
especially the detectors \cite[Sec~2.5]{derks_designing_2025}}