It's done first draft wahoo

main.tex

@@ -61,6 +61,7 @@
 \newtheorem{proposition}[theorem]{Proposition}
 \newtheorem{observation}[theorem]{Observation}
 \newtheorem{assumption}[theorem]{Assumption}
+\newtheorem{remark}[theorem]{Remark}
 
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 %proof definition:
@@ -165,6 +166,7 @@
 
 \Crefname{observation}{Observation}{Observations}
 \Crefname{assumption}{Assumption}{Assumptions}
+\Crefname{remark}{Remark}{Remarks}
 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
 %For Hebrew table of contents: (\addcontentsline is used to add section and subsections to the Hebrew toc. For some reason, the page number is reversed only for chapter, thus we use \addtocontents for them)
 \makeatletter
@@ -271,7 +273,7 @@
 \addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ג}{\quad\qquadנגזרת KDE של ROLL}}{{\beginL\thepage\endL}}}
 \input{content/appendixs/appendix_kde_grad}
 
-\chapter{KDE ROLL: Sigmoid Kernel — Explicit Equations}
+\chapter{KDE ROLL: Sigmoid Kernel - Explicit Equations}
 \label{appendix:kde-sigmoid}
 \addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ד}{\quad\qquadKDE ROLL: ניסוח מפורש עם גרעין סיגמואיד}}{{\beginL\thepage\endL}}}
 \input{content/appendixs/appendix_kde_sigmoid}