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<!DOCTYPE html>
<html>
<head>
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<title>Bo-Han Kung 龔柏翰</title>
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<a class="nav-link" href="#about">About</a>
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<a class="nav-link" href="#education">Education</a>
</li>
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<a class="nav-link" href="#publication">Publications</a>
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<a class="nav-link" href="#experience">Experience</a>
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<a id="about"></a>
<section id='intro'>
<!-- <div class='container'><center><h1>Bo-Han Kung</h1><h3>龔柏翰</h3></center></div> -->
<div class="container">
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<div class='row'>
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<a href="mailto:d10922019@csie.ntu.edu.tw">
<i class="fas fa-envelope fa-fw"></i>
<span class="__cf_email__"
data-cfemail="600b01080e07200701140503084e050415">d10922019@csie.ntu.edu.tw</span>
<i class="fas fa-graduation-cap fa-fw"></i>
<a href="https://scholar.google.com.tw/citations?user=RggZ0BIAAAAJ&hl=zh-TW">
Google Scholar
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</div>
<div class='col-md-8 text-left'>
<p>
<h1><a href="index.html">Bo-Han Kung</a></h1>
<h3>龔柏翰</h3>
</p>
<p>
I am a Ph.D. candidate in the Department of Computer Science and Information Engineering
at National Taiwan University, currently conducting research in the <a
href="https://ntuaislab.github.io"> Artificial Intelligence Security Lab (AIS
Lab)</a>
under Prof. <a href="https://www.csie.ntu.edu.tw/~stchen/"> Shang-Tse Chen</a>.
</p>
<p>
Before joining AIS Lab, I worked full-time as a Research Assistant at AiiuLab,
Academia Sinica, under Prof. Jun-Cheng Chen, where I focused on improving the robustness
of computer vision systems.
</p>
<p>
My research interests have since expanded to encompass both theoretical and applied
security aspects of machine learning.
</p>
</div>
</div>
</div>
</div>
<div>
</div>
<p> </p>
</section>
<br>
<a id="education"></a>
<section id='education'>
<div class="container">
<font color="FF0080">
<h3>Education</h3>
</font>
<div class='row'>
<div class='col-md-12 offset-md-0 text-center'>
<div class='row'>
<div class='col-md-2 text-right'>2021 - present</div>
<div class='col-md-10 text-left'>
<strong>Ph.D. student in Computer Science and Information Engineering<br></strong>
<em>National Taiwan University (NTU), Taipei, Taiwan</em>
</div>
</div>
<br>
<div class='row'>
<div class='col-md-2 text-right'>2018 - 2020</div>
<div class='col-md-10 text-left'>
<strong>M.S. in Biomedical Electronics and Bioinformatics<br></strong>
<em>National Taiwan University (NTU), Taipei, Taiwan</em>
</div>
</div>
<br>
<div class='row'>
<div class='col-md-2 text-right'>2014 - 2018</div>
<div class='col-md-10 text-left'>
<strong>B.S. in Mechanical Engineering<br></strong>
<em>National Taiwan University (NTU), Taipei, Taiwan</em>
</div>
</div>
</div>
</div>
</div>
</section>
<p> </p>
<!-- <a id="education"></a> -->
<section id='publication'>
<div class="container">
<font color="FF0080">
<h3>Publications</h3>
</font>
<div class='row'>
<div class='col-md-12 offset-md-0 text-center'>
<div class='row'>
<div class='col-md-2 text-right'>ICML 2025</div>
<div class='col-md-10 text-left'>
<p><strong><a href="https://ojs.aaai.org/index.php/AAAI/article/view/30123">
Enhancing Certified Robustness via Block Reflector Orthogonal Layers and Logit
Annealing Loss</a></strong><br />
Bo-Han Lai*, Pin-Han Huang*, <u>Bo-Han Kung*</u> and Shang-Tse Chen<br />
<em>International Conference on Machine Learning (ICML) <span
style="color: red;">(spotlight)</span></em><br />
</div>
<div class='col-md-2 text-right'>AAAI 2024</div>
<div class='col-md-10 text-left'>
<p><strong><a href="https://ojs.aaai.org/index.php/AAAI/article/view/30123">
Towards Large Certified Radius in Randomized Smoothing Using Quasiconcave
Optimization</a></strong><br />
<u>Bo-Han Kung</u> and Shang-Tse Chen<br />
<em>Proceedings of the AAAI Conference on Artificial Intelligence, 2024, pp.
21285-21293</em><br />
</div>
<div class='col-md-2 text-right'>ICASSP 2022</div>
<div class='col-md-10 text-left'>
<p><strong><a href="https://ieeexplore.ieee.org/abstract/document/9747841/">
Clipcam: A simple baseline for zero-shot text-guided object and action
localization</a></strong><br />
Hsuan-An Hsia, Che-Hsien Lin, <u>Bo-Han Kung</u>, Jhao-Ting Chen, Daniel Stanley Tan,
Jun-Cheng Chen, Kai-Lung Hua<br />
<em>ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and Signal
Processing (ICASSP), pp. 4453-4457</em><br />
</div>
<div class='col-md-2 text-right'>ICCV 2021</div>
<div class='col-md-10 text-left'>
<p><strong><a
href="https://openaccess.thecvf.com/content/ICCV2021/html/Hu_Naturalistic_Physical_Adversarial_Patch_for_Object_Detectors_ICCV_2021_paper.html">
Naturalistic Physical Adversarial Patch for Object Detectors</a></strong><br>
Yu-Chih-Tuan Hu, <u>Bo-Han Kung</u>, Daniel Stanley Tan, Jun-Cheng Chen, Kai-Lung Hua,
and Wen-Huang Cheng<br>
<em>Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV),
2021, pp. 7848-7857</em><br>
<span class="paper-misc">
<a href="https://github.com/aiiu-lab/Naturalistic-Adversarial-Patch">Github</a>
</span>
</p>
</div>
<div class='col-md-2 text-right'>CVPR 2021</div>
<div class='col-md-10 text-left'>
<p><strong><a
href="https://openaccess.thecvf.com/content/CVPR2021/html/Chen_Class-Aware_Robust_Adversarial_Training_for_Object_Detection_CVPR_2021_paper.html?ref=https://githubhelp.com">
Class-Aware Robust Adversarial Training for Object Detection</a></strong><br />
Pin-Chun Chen, <u>Bo-Han Kung</u>, and Jun-Cheng Chen<br />
<em>Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition
(CVPR), 2021, pp. 10420-10429</em><br />
</div>
<div class='col-md-2 text-right'>ICIP 2021</div>
<div class='col-md-10 text-left'>
<p><strong><a href="https://ieeexplore.ieee.org/abstract/document/9506545">
Squeeze and Reconstruct: Improved Practical Adversarial Defense using Paired
Image Compression and Reconstruction</a></strong><br />
<u>Bo-Han Kung</u>, Pin-Chun Chen, Yu-Cheng Liu, and Jun-Cheng Chen<br />
<em>2021 IEEE International Conference on Image Processing (ICIP), 2021, pp.
849-853</em><br />
</div>
<div class='col-md-2 text-right'>JBHI 2020</div>
<div class='col-md-10 text-left'>
<p><strong><a href="https://ieeexplore.ieee.org/abstract/document/9246692">
An Efficient ECG Classification System Using Resource-Saving Architecture and
Random Forest</a></strong><br />
<u>Bo-Han Kung</u>, Po-Yuan Hu, Chiu-Chang Huang, Cheng-Che Lee, Chia-Yu Yao, and
Chieh-Hsiung Kuan<br />
<em>IEEE Journal of Biomedical and Health Informatics, vol. 25, no. 6, pp. 1904-1914,
June 2021</em><br />
</div>
<div class='col-md-2 text-right'>CLEO 2020</div>
<div class='col-md-10 text-left'>
<p><strong><a href="https://ieeexplore.ieee.org/abstract/document/9193764">
Baseline Correction and Denoising of Raman Spectra by Deep Residual
CNN</a></strong><br />
<u>Bo-Han Kung</u>, Chiu-Chang Huang, Po-Yuan Hu, Shao-yu Lo, Cheng-Che Lee, Chia-Yu
Yao, and Chieh-Hsiung Kuan<br />
<em>2020 Conference on Lasers and Electro-Optics (CLEO), 2020</em><br />
</div>
<!-- <div class='row'>
<div class='col-md-2 text-right'>2021 - present</div>
<div class='col-md-10 text-left'>
</div>
<br> -->
</div>
</div>
</div>
</section>
<p> </p>
<!-- <a id="publication"></a> -->
<section id='experience'>
<div class="container">
<font color="FF0080">
<h3>Experience</h3>
</font>
<div class='row'>
<div class='col-md-12 offset-md-0 text-center'>
<div class='row'>
<div class='col-md-2 text-right'>2022.02 - 2025.06</div>
<div class='col-md-10 text-left'>
<p>Teaching Assistant, <br>Department of Computer Science and Information Engineering,
National Taiwan University.
<br>Course: Introduction to Medical Informatics
</p>
</div>
<!-- <br /> -->
<!-- <div class='col-md-12 offset-md-0 text-center'> -->
<!-- <div class='row'> -->
<div class='col-md-2 text-right'>2021.09 - 2022.01</div>
<div class='col-md-10 text-left'>
<p>Teaching Assistant, <br>Department of Computer Science and Information Engineering,
National Taiwan University.
<br>Course: Digital Signal Processing
</p>
</div>
<br>
<!-- <div class='col-md-12 offset-md-0 text-center'> -->
<!-- <div class='row'> -->
<div class='col-md-2 text-right'>2020.07 - 2021.08</div>
<div class='col-md-10 text-left'>
<p><strong>Research Assistant (Full-time, 13 months)</strong>, <br>Research Center for
Information Technology Innovation, Academia Sinica.
<br> Advised by Prof. Jun-Cheng Chen. <br>Research: Computer Vision, Neural Networks
Robustness.
</p>
</div>
<br>
<!-- <div class='col-md-12 offset-md-0 text-center'> -->
<!-- <div class='row'> -->
<div class='col-md-2 text-right'>2020.02 - 2020.06</div>
<div class='col-md-10 text-left'>
<p>Teaching Assistant, <br>Department of Electrical Engineering, National Taiwan University.
<br>Course: Probability and Statistics
</p>
</div>
<br>
<!-- <div class='col-md-12 offset-md-0 text-center'> -->
<!-- <div class='row'> -->
<div class='col-md-2 text-right'>2019.09 - 2020.01</div>
<div class='col-md-10 text-left'>
<p>Teaching Assistant, <br>Department of Electrical Engineering, National Taiwan University.
<br>Course: Differential Equation
</p>
</div>
<br>
<!-- <div class='col-md-12 offset-md-0 text-center'> -->
<!-- <div class='row'> -->
<div class='col-md-2 text-right'>2019.02 - 2019.06</div>
<div class='col-md-10 text-left'>
<p>Teaching Assistant, <br>Department of Electrical Engineering, National Taiwan University.
<br>Course: Electronic Circuits
</p>
</div>
<br>
<!-- <div class='col-md-12 offset-md-0 text-center'> -->
<!-- <div class='row'> -->
<div class='col-md-2 text-right'>2018.09 - 2019.01</div>
<div class='col-md-10 text-left'>
<p>Teaching Assistant, <br>Department of Electrical Engineering, National Taiwan University.
<br>Course: Differential Equation
</p>
</div>
</div>
</div>
</div>
</div>
</section>
<footer>
<div class="container">
<div class='row'>
<div class='col-md-3 text-left'>
<h4>Links:</h4>
<ul>
<li><a href='https://scholar.google.com.tw/citations?user=RggZ0BIAAAAJ&hl=zh-TW'>Google
Scholar</a></li>
<li><a href='https://github.com/Kungbohan?tab=repositories'>GitHub</a></li>
<!-- linkedin.com/in/bo-han-kung-45b0121b8 -->
<li><a
href='https://www.linkedin.com/in/bo-han-kung-45b0121b8?lipi=urn%3Ali%3Apage%3Ad_flagship3_profile_view_base_contact_details%3B%2BNkKrsPgQ5G1o9f5tfCKFg%3D%3D'>LinkedIn</a>
</li>
</ul>
</div>
<div class='col-md-5 text-left'>
<h4>Contact:</h4>
<p>E-Mail: <a href='d10922019@csie.ntu.edu.tw'>d10922019@csie.ntu.edu.tw</a></p>
<p>Facebook: <a href='https://www.facebook.com/gong.b.han/'>龔柏翰</a></p>
<p>Address: <a>Room 405, CSIE building, No. 1, Sec. 4, Roosevelt Rd., Taipei 10617, Taiwan</a></p>
</div>
<div class='col-md-4 text-left'>
<h4>Reference:</h4>
<p>PhD advisor: Professor <a href='https://www.csie.ntu.edu.tw/~stchen/index.html'>Shang-Tse
Chen</a></p>
<p>RA advisor: Professor <a
href='https://www.citi.sinica.edu.tw/pages/pullpull/contact_en.html'>Jun-Cheng Chen</a></p>
<p>MS advisor: Professor <a href='https://homepage.ntust.edu.tw/chyao/'>Chia-Yu Yao</a></p>
<p>MS advisor: Professor <a
href='https://www.ee.ntu.edu.tw/profile1.php?teacher_id=901115'>Chieh-Hsiung Kuan</a></p>
</div>
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