\documentclass[12pt,a4paper,oneside,onecolumn]{book}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% remove unnecessary warnings
\usepackage{silence}
\WarningFilter{caption}{Unknown document class}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Hebrew + English via XeLaTeX:
\usepackage{fontspec}
\usepackage{polyglossia}
\setmainlanguage{english}
\setotherlanguage{hebrew}
% Culmus OpenType fonts for Hebrew (exact fc family names)
\newfontfamily\hebrewfont[Script=Hebrew]{Frank Ruehl CLM}
\newfontfamily\hebrewfontsf[Script=Hebrew]{Miriam CLM}
\newfontfamily\hebrewfonttt[Script=Hebrew]{Miriam Mono CLM}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Set page numbering with no headers (according to guidelines):
\usepackage{fancyhdr}
\pagestyle{fancy}
\lhead{}
\chead{\thepage}
\rhead{}
\lfoot{}
\cfoot{}
\rfoot{}
\renewcommand{\headrulewidth}{0pt}
\fancypagestyle{plain}{\pagestyle{fancy}}
\setlength{\headheight}{15pt}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Sub-figures/tables parenthesis:

% For parenthesis in sub-figure reference
\usepackage[labelformat=simple]{subcaption}
\renewcommand\thesubfigure{(\alph{subfigure})}

% For parenthesis before sub-table caption
\renewcommand\thesubtable{(\alph{subtable})}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Misc packages:

\usepackage{textcomp} %loaded before "gensymb" to avoid annoying warnings
\usepackage{gensymb} %Degree symbol
\usepackage{mathtools} %cases*
\usepackage{amssymb} %Math letters
\usepackage[shortlabels]{enumitem}
\usepackage[multiple]{footmisc}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%theorem, corollary and lemma definitions:

\usepackage[amsmath, thmmarks]{ntheorem}

\newtheorem{theorem}{Theorem}
\newtheorem{corollary}[theorem]{Corollary}
\newtheorem{lemma}[theorem]{Lemma}
\newtheorem{proposition}[theorem]{Proposition}
\newtheorem{observation}[theorem]{Observation}
\newtheorem{assumption}[theorem]{Assumption}
\newtheorem{remark}[theorem]{Remark}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%proof definition:

\theoremstyle{nonumberplain}
\theoremheaderfont{\itshape}
\theorembodyfont{\normalfont}
\theoremseparator{.}
\theoremsymbol{\ensuremath{\square}}
\newtheorem{proof}{Proof}

% Change back to default values - needed to repeat assumptions
\theoremstyle{plain}
\theoremheaderfont{\normalfont\bfseries}
\theorembodyfont{\itshape}
\theoremseparator{}
\theoremsymbol{}

\usepackage{chngcntr}
\counterwithin{theorem}{chapter}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Misc:
\DeclareMathOperator*{\argmax}{arg\,max}
\usepackage[ruled,vlined,algochapter]{algorithm2e}
\usepackage{csquotes}

% Show numbers also for subsubsection
\setcounter{secnumdepth}{4}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% bibliography:

\usepackage[numbers,sort,compress,square]{natbib}
\bibliographystyle{bibliography/unsrtnat_adjusted_for_bgu_thesis}

%add bib to toc
\usepackage[nottoc]{tocbibind}

%add command for citation with possessive apostrophe
\newcommand\citepossessive [1]{\citeauthor{#1}'s\ \cite{#1}}

%Natbib cites cannot be broken to two lines
\makeatletter
\def\NAT@spacechar{~}% NEW
\makeatother

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% paragraph settings:
\setlength{\parindent}{0pt}
\setlength{\parskip} {5pt}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% drawing and graphics:
\usepackage{tikz}
\usetikzlibrary{matrix,positioning}

\usepackage{float} %Not sure it will be needed

\usepackage{graphicx}
\graphicspath{ {content/images/} }
\usepackage{booktabs}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\usepackage{titling}
\usepackage[titletoc]{appendix}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Code listings:
\usepackage{listings}
\lstset{
  basicstyle=\ttfamily\footnotesize,
  breaklines=true,
  breakatwhitespace=false,
  showstringspaces=false,
  frame=single,
  numbers=left,
  numberstyle=\tiny\ttfamily,
  numbersep=6pt,
  xleftmargin=18pt,
  framexleftmargin=18pt,
  tabsize=4,
  captionpos=b,
  keepspaces=true,
  columns=flexible,
}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%Not included since 'hyperref' and 'bookmark' are too problematic with Hebrew
% \usepackage[hidelinks]{hyperref}
% \usepackage{bookmark}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% cleveref:
\usepackage[capitalise]{cleveref}
%Workaround for babel and cleveref (for citing few equations)
\makeatletter
\def\@@number#1{#1}
\makeatother

\Crefname{observation}{Observation}{Observations}
\Crefname{assumption}{Assumption}{Assumptions}
\Crefname{remark}{Remark}{Remarks}

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%set spacing between lines
\usepackage{setspace}
\doublespacing

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%Title and names for the article
\newcommand{\thesistitle}{\textbf{Noise-Robust Gradient-Based Learning Utilizing Rate Optimized Likelihood Loss}}
\newcommand{\thesistitlehe}{\textbf{למידה עמידה לרעש מבוססת גרדיאנט תוך שימוש בפונקציית הפסד קירוב-הסתברות}}

\newcommand{\thesisauthorname}{\textbf{Aner Zakobar}}
\newcommand{\thesisauthornamehe}{\textbf{ענר זקובר}}

\newcommand{\thesissupervisername}{\textbf{Prof. Lior Rokach, Prof. Aryeh Kontorovich}}
\newcommand{\thesissupervisernamehe}{\textbf{פרופ. ליאור רוקח, פרופ. אריה קונטורוביץ}}

\newcommand{\thesismonth}{\textbf{September}}
\newcommand{\thesismonthhe}{\textbf{ספטמבר}}
\newcommand{\thesisyear}{\textbf{2026}}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

\begin{document}

\begin{titlepage}
  \centering
  \vspace*{3cm}
  {\LARGE\bfseries Noise-Robust Gradient-Based Learning\\[0.5em]
  Utilizing Rate Optimized Likelihood Loss}\\[2.5em]
  {\large Aner Zakobar}\\[0.5em]
  {\normalsize Supervised by: Prof.\ Lior Rokach, Prof.\ Aryeh Kontorovich}\\[3em]
  \rule{0.5\textwidth}{0.4pt}\\[1em]
  {\large\itshape Excerpt: Chapter~3 \& Appendices A, C--F, I}\\[0.5em]
  {\normalsize Note: cross-references to omitted chapters appear as \textbf{??}}\\[1em]
  \rule{0.5\textwidth}{0.4pt}
  \vfill
  {\large September 2026}
\end{titlepage}

\tableofcontents
\clearpage

\mainmatter

%~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~%

\setcounter{chapter}{2}
\chapter{Method}
\label{chapter:method}
\input{content/method/method}

%~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~%

\begin{appendices}

\setcounter{chapter}{0}
\chapter{Gaussian ROLL: Forward Pass and Gradient Derivation}
\label{appendix:gauss-grad}
\input{content/appendixs/appendix_gauss_grad}

\setcounter{chapter}{2}
\chapter{KDE ROLL: Gradient Derivation}
\label{appendix:kde-grad}
\input{content/appendixs/appendix_kde_grad}

\setcounter{chapter}{3}
\chapter{KDE ROLL: Sigmoid Kernel -- Explicit Equations}
\label{appendix:kde-sigmoid}
\input{content/appendixs/appendix_kde_sigmoid}

\setcounter{chapter}{4}
\chapter{KDE ROLL: Bisection for CDF Inversion}
\label{appendix:kde-bisection}
\input{content/appendixs/appendix_kde_bisection}

\setcounter{chapter}{5}
\chapter{KDE ROLL: Newton--Raphson Inversion (Superseded)}
\label{appendix:kde-nr}
\input{content/appendixs/appendix_kde_nr}

\setcounter{chapter}{8}
\chapter{Proof of the Gradient Balance Proposition}
\label{appendix:grad-balance}
\input{content/appendixs/appendix_grad_balance}

\end{appendices}

%~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~%
\bibliography{bibliography/thesis}

\end{document}