%-------------------------
% Resume in Latex
% Author : Sidratul Muntaha Ahmed
% License : MIT
%------------------------

\documentclass[a4,11pt]{article}

\usepackage{latexsym}
\usepackage[empty]{fullpage}
\usepackage{titlesec}
\usepackage{marvosym}
\usepackage[usenames,dvipsnames]{color}
\usepackage{verbatim}
\usepackage{enumitem}
\usepackage[hidelinks]{hyperref}
\usepackage{fancyhdr}
\usepackage[english]{babel}
\usepackage{tabularx}
\input{glyphtounicode}


%----------FONT OPTIONS----------
% sans-serif
% \usepackage[sfdefault]{FiraSans}
% \usepackage[sfdefault]{roboto}
% \usepackage[sfdefault]{noto-sans}
% \usepackage[default]{sourcesanspro}

% serif
% \usepackage{CormorantGaramond}
% \usepackage{charter}


\pagestyle{fancy}
\fancyhf{} % clear all header and footer fields
\fancyfoot{}
\renewcommand{\headrulewidth}{0pt}
\renewcommand{\footrulewidth}{0pt}

% Adjust margins
\addtolength{\oddsidemargin}{-0.5in}
\addtolength{\evensidemargin}{-0.5in}
\addtolength{\textwidth}{1in}
\addtolength{\topmargin}{-.5in}
\addtolength{\textheight}{1.0in}

\urlstyle{same}

\raggedbottom
\raggedright
\setlength{\tabcolsep}{0in}

% Sections formatting
\titleformat{\section}{
  \vspace{-4pt}\scshape\raggedright\large
}{}{0em}{}[\color{black}\titlerule \vspace{-5pt}]

% Ensure that generate pdf is machine readable/ATS parsable
\pdfgentounicode=1

%-------------------------
% Custom commands
\newcommand{\resumeItem}[1]{
  \item\small{
    {#1 \vspace{-2pt}}
  }
}

\newcommand{\resumeSubheading}[4]{
  \vspace{-2pt}\item
    \begin{tabular*}{0.97\textwidth}[t]{l@{\extracolsep{\fill}}r}
      \textbf{#1} & #2 \\
      \textit{\small#3} & \textit{\small #4} \\
    \end{tabular*}\vspace{-7pt}
}

\newcommand{\resumeSubSubheading}[2]{
    \item
    \begin{tabular*}{0.97\textwidth}{l@{\extracolsep{\fill}}r}
      \textit{\small#1} & \textit{\small #2} \\
    \end{tabular*}\vspace{-7pt}
}

\newcommand{\resumeProjectHeading}[5]{
    \item
    \begin{tabular*}{0.97\textwidth}{p{0.9cm}p{15cm}@{\extracolsep{\fill}}r}
      #1 & \textbf{#2} & #3 \\
      & \textit{\small#4} & {\small #5} \\
    \end{tabular*}\vspace{-7pt}
}

\newcommand{\resumeSubItem}[1]{\resumeItem{#1}\vspace{-4pt}}

\renewcommand\labelitemii{$\vcenter{\hbox{\tiny$\bullet$}}$}

\newcommand{\resumeSubHeadingListStart}{\begin{itemize}[leftmargin=0.15in, label={}]}
\newcommand{\resumeSubHeadingListEnd}{\end{itemize}}
\newcommand{\resumeItemListStart}{\begin{itemize}}
\newcommand{\resumeItemListEnd}{\end{itemize}\vspace{-5pt}}

%-------------------------------------------
%%%%%%  RESUME STARTS HERE  %%%%%%%%%%%%%%%%%%%%%%%%%%%%


\begin{document}

%----------HEADING----------


\begin{center}
    \textbf{\huge \scshape Sanghyun Kim} \\ \vspace{3pt}
    \small 010-9785-9777 $|$ 
    % \href{mailto:sanghn.kim@samsung.com}{\underline{sanghn.kim@samsung.com}} $|$ 
    \href{mailto:sanghn.kim.sr@gmail.com}{\underline{sanghn.kim.sr@gmail.com}} $|$ 
    \href{https://github.com/nannullna}{\underline{github.com/nannullna}}
\end{center}


%-----------EDUCATION-----------
\section{Education}
    \resumeSubHeadingListStart
    \resumeSubheading
      {KAIST}{Seoul, Republic of Korea}
      {M.S. of Artificial Intelligence}{August 2022 - August 2024}
          \resumeItemListStart
            \resumeItem{Statistical Inference and Machine Learning Lab (Advisor: Juho Lee, Co-advisor: Jinwoo Shin)}
            \resumeItem{Thesis: Safeguard Text-to-Image Diffusion Models with Human Feedback Inversion}
            % \resumeItem{Award/Achievement/Involvement 2}
            % \resumeItem{Award/Achievement/Involvement 3}
        \resumeItemListEnd

  \resumeSubHeadingListEnd

  \resumeSubHeadingListStart
    \resumeSubheading
      {Yonsei University}{Seoul, Republic of Korea}
      {Bachelor of Business Administration}{March 2015 - August 2022}
          \resumeItemListStart
            \resumeItem{GPA: 4.02/4.3 (97.8/100)}
            \resumeItem{Double minors in Computer Science and Applied Statistics}
            % \resumeItem{Award/Achievement/Involvement 2}
            % \resumeItem{Award/Achievement/Involvement 3}
        \resumeItemListEnd

  \resumeSubHeadingListEnd

%-----------EXPERIENCE-----------
\section{Experience}
  \resumeSubHeadingListStart

    \resumeSubheading
      {Project Leader}{January 2026 – Present}
      {Head of Agent Model for Device Part, AI Core Team, Samsung Research}{Seoul, Republic of Korea}
      \resumeItemListStart
        \resumeItem{Led context generator \& orchestrator LLMs for agentic framework and project leader of Web Agent Model}
        \resumeItem{Developed platform-agnostic generative UI framework for Samsung One UI}
      \resumeItemListEnd

    \resumeSubheading
      {AI Research Scientist}{September 2024 – December 2025}
      {Large Vision Model Part, AI Model Team, Samsung Research}{Seoul, Republic of Korea}
      \resumeItemListStart
        \resumeItem{Technically led pre-training \& fine-tuning Gauss-Image on-device foundation model for text-to-image generation}
        \resumeItem{Launched generative wallpaper, image eraser, \& harmonization features in Galaxy S26 series}
      \resumeItemListEnd
      
    \resumeSubheading
      {AI Research Internship}{May 2024 - August 2024}
      {Advanced ML Lab, LG AI Research}{Seoul, Republic of Korea}
      \resumeItemListStart
        \resumeItem{Worked on time-series diffusion models for stock and healthcare data (Advisors: Moontae Lee \& Sungwoo Park).}
        % \resumeItem{Job description/Award/Achievement 2}
        % \resumeItem{Job description/Award/Achievement 3}
      \resumeItemListEnd
    
    \resumeSubheading
      {Teaching Assistant}{March 2022 - December 2022}
      {Government-funded AI Bootcamp, Likelion Inc.}{Seoul, Republic of Korea}
      % \resumeItemListStart
        % \resumeItem{Advisors: Moontae Lee, Sungwoo Park}
        % \resumeItem{Job description/Award/Achievement 2}
        % \resumeItem{Job description/Award/Achievement 3}
      % \resumeItemListEnd

    \resumeSubheading
      {Research Internship}{January 2022 - February 2022}
      {Statistical Inference and Machine Learning Lab, KAIST}{Daejeon, Republic of Korea}
      \resumeItemListStart
        \resumeItem{Worked on self-supervised learning and active learning algorithms (Advisor: Juho Lee).}
      \resumeItemListEnd

    \resumeSubheading
      {Sergeant -- Admin Specialist (KATUSA)}{May 2017 - February 2019}
      {Multinational Logistics Division, J4, USFK HQs}{Camp Yongsan \& Humphreys}
      \resumeItemListStart
        \resumeItem{Streamlined Wartime Host Nation Support (WHNS) submission \& review process}
      \resumeItemListEnd
    
    \resumeSubHeadingListEnd

%-----------PUBLICATION-----------
\section{Publication ($^*$: equal contributions)}
  \resumeSubHeadingListStart

    \resumeProjectHeading{[C3]}{Model already knows the best noise: Bayesian active noise selection via attention in video diffusion model}{ICLR 2026}{Kwanyoung Kim, \textbf{Sanghyun Kim}}{(poster)}

    \resumeProjectHeading{[P2]}{Safety alignment backfires: preventing the re-emergence of suppressed concepts in fine-tuned text-to-image diffusion models}{arXiv 2024}{\textbf{Sanghyun Kim}, Moonseok Choi, Jinwoo Shin, Juho Lee}{}

    \resumeProjectHeading{[C2]}{Safeguard text-to-image diffusion models with human feedback inversion}{ECCV 2024}{\textbf{Sanghyun Kim}, Seohyeon Jung, Balhae Kim, Moonseok Choi, Jinwoo Shin, Juho Lee}{(poster)}
    
    \resumeProjectHeading{[P1]}{Slot-mixup with subsampling: a simple regularization for WSI classification}{arXiv 2024}{Seongho Keum, \textbf{Sanghyun Kim}}{}

    \resumeProjectHeading{[W2]}{Towards safe self-distillation of internet-scale text-to-image diffusion models}{ICML 2023}{\textbf{Sanghyun Kim}, Seohyeon Jung, Balhae Kim, Moonseok Choi, Jinwoo Shin, Juho Lee}{(workshop)}

    \resumeProjectHeading{[C1]}{A simple yet powerful deep active learning with snapshots ensemble}{ICLR 2023}{Seohyeon Jung$^{*}$, \textbf{Sanghyun Kim}$^{*}$}{(poster)}

    \resumeProjectHeading{[W1]}{Modeling uplift from observational time-series in continual scenarios}{AAAI 2023}{\textbf{Sanghyun Kim}, Jungwon Choi, Namhee Kim, Jaesung Ryu, Juho Lee}{(oral)}
    
    \resumeSubHeadingListEnd

\section{Patents}
  \resumeSubHeadingListStart

    \resumeSubheading
      {Method and apparatus for generating images (No. 10-2025-0209827)}
      {Samsung Electronics}{\textbf{Sanghyun Kim}, Juyeon Ok}{(pending)}

    \resumeSubHeadingListEnd

%-----------COMMUNITY AND LEADERSHIP-----------
\section{Community \& Leadership}
  \resumeSubHeadingListStart

    \resumeSubheading
      {Yonsei Artificial Intelligence (YAI)}{September 2021 – August 2022}
      {AI society at Yonsei University}{Seoul, Republic of Korea}
      \resumeItemListStart
        \resumeItem{Led an industry-academic collaboration project with Backend Inc. for causal inference utilizing game log data.}
      \resumeItemListEnd

    \resumeSubheading
      {Yonsei Eagle's Mentoring}{March 2021 – December 2021}
      {Official mentoring program at Yonsei university}{Seoul, Republic of Korea}
      \resumeItemListStart
        \resumeItem{Served as R/Python Programming \& Statistical Method course mentor; received the best mentoring team award.}
      \resumeItemListEnd

    \resumeSubHeadingListEnd

%-----------PROJECTS-----------
\section{Projects}

    \resumeSubHeadingListStart
      \resumeSubheading
          {Center for Trustworthy AI}{January 2023 -- August 2024}{Seoul National University \& National Research Foundation of Korea (NRF)}{}

      \resumeSubheading
          {Development and Study of AI Technologies on Ethics}{September 2022 -- August 2024}{Institute of Information \& Communications Technology Planning (IITP)}{}

      \resumeSubheading
        {2022 National AI Challenge}{May 2022 -- July 2022}{Ministry of Science and ICT}{}
        \resumeItemListStart
          \resumeItem{Won 2nd/54 place in natural language (MRC) track; received the Minister of Science and Technology award.}
      \resumeItemListEnd

      \resumeSubheading
        {Causal Inference with Game Log Data}{January 2022 -- July 2022}{Backend Inc. \& Yonsei University}{}
        \resumeItemListStart
          \resumeItem{Proposed causal inference}
      \resumeItemListEnd

      % \resumeProjectHeading
      %     {\textbf{Project Title 2} $|$ \emph{Technologies used}}{June 2021 -- Present}
      %     \resumeItemListStart
      %       \resumeItem{Project Description 1}
      %       \resumeItem{Project Description 2}
      %     \resumeItemListEnd
         

    \resumeSubHeadingListEnd


%
%-----------TECHNICAL SKILLS-----------
\section{Technical Skills}
 \begin{itemize}[leftmargin=0.15in, label={}]
    \small{\item{
     \textbf{Languages}{: Korean (native), English (high) -- TOEIC: 990, TEPS: 510} \\
     \textbf{Programming}{: Python, R, C++, CUDA/C++, PyTorch, Tensorflow, JAX} \\
     \textbf{Certificates}{: Data Analysis (ADsP), SQL (SQLD), PADI -- Open Water Diver, Emergency First Response (EFR)}
    }}
 \end{itemize}


%-------------------------------------------
\end{document}
