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Updated results, hebrew, abstract, intro, etc.

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Aner Zakobar
2026-08-30 06:57:52 +03:00
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@@ -192,7 +192,7 @@
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%Title and names for the article
\newcommand{\thesistitle}{\textbf{Noise-Robust Gradient-Based Learning Utilizing Rate Optimized Likelyhood Loss}}
\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}}
@@ -256,46 +256,51 @@
\begin{appendices}
\chapter{Some title for apendix A}
\label{appendix:numerically_distinguished_comp}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח א}{\quad\qquadדרישת תאימות כלשהי}}{{\beginL\thepage\endL}}}
\input{content/appendixs/appendix_a}
\chapter{Gaussian ROLL: Forward Pass and Gradient Derivation}
\label{appendix:gauss-grad}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ב}{\quad\qquadנגזרת גאוסיאנית של ROLL}}{{\beginL\thepage\endL}}}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח א}{\quad\qquadנגזרת גאוסיאנית של ROLL}}{{\beginL\thepage\endL}}}
\input{content/appendixs/appendix_gauss_grad}
\chapter{Beta ROLL: Forward Pass and Gradient}
\label{appendix:beta-roll}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ג}{\quad\qquadBeta ROLL: אמידה ונגזרת}}{{\beginL\thepage\endL}}}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ב}{\quad\qquadBeta ROLL: אמידה ונגזרת}}{{\beginL\thepage\endL}}}
\input{content/appendixs/appendix_beta_roll}
\chapter{KDE ROLL: Gradient Derivation}
\label{appendix:kde-grad}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ד}{\quad\qquadנגזרת KDE של ROLL}}{{\beginL\thepage\endL}}}
\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}
\label{appendix:kde-sigmoid}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ה}{\quad\qquadKDE ROLL: ניסוח מפורש עם גרעין סיגמואיד}}{{\beginL\thepage\endL}}}
\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}
\chapter{KDE ROLL: Bisection for CDF Inversion}
\label{appendix:kde-bisection}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ו}{\quad\qquadKDE ROLL: היפוך CDF בשיטת חצייה}}{{\beginL\thepage\endL}}}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ה}{\quad\qquadKDE ROLL: היפוך CDF בשיטת חצייה}}{{\beginL\thepage\endL}}}
\input{content/appendixs/appendix_kde_bisection}
\chapter{KDE ROLL: Newton--Raphson Inversion (Superseded)}
\label{appendix:kde-nr}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ז}{\quad\qquadKDE ROLL: היפוך ניוטון-רפסון}}{{\beginL\thepage\endL}}}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ו}{\quad\qquadKDE ROLL: היפוך ניוטון-רפסון}}{{\beginL\thepage\endL}}}
\input{content/appendixs/appendix_kde_nr}
\chapter{ROLL Loss: Implementation Listing}
\label{appendix:roll-code}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ח}{\quad\qquadROLL: קוד מימוש}}{{\beginL\thepage\endL}}}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ז}{\quad\qquadROLL: קוד מימוש}}{{\beginL\thepage\endL}}}
\input{content/appendixs/appendix_roll_code}
\chapter{KEEL Benchmark: Noise Tables at 5\% and 10\%}
\label{appendix:keel-noise}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ח}{\quad\qquadKEEL: טבלאות רעש 5\% ו-10\%}}{{\beginL\thepage\endL}}}
\input{content/appendixs/appendix_keel_noise}
\chapter{Proof of the Gradient Balance Proposition}
\label{appendix:grad-balance}
\addtocontents{tocheb}{\contentsline{chapter}{\protect\numberline{נספח ט}{\quad\qquadהוכחת טענת איזון הגרדיאנט}}{{\beginL\thepage\endL}}}
\input{content/appendixs/appendix_grad_balance}
\end{appendices}
%~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~%