hughyi.github.io/index.html at main · hughyi/hughyi.github.io · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
<!DOCTYPE HTML>
<html lang="en">

<head>
  <meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
  <title>Ganghui Yi</title>
  <meta name="author" content="Ganghui Yi">
  <meta name="viewport" content="width=device-width, initial-scale=1">
  <link rel="shortcut icon" href="https://em-content.zobj.net/source/apple/391/owl_1f989.png" type="image/x-icon">
  <link rel="stylesheet" type="text/css" href="stylesheet.css">
  <link href="https://fonts.googleapis.com/css2?family=Noto+Sans:wght@400;500;600;700&display=swap" rel="stylesheet">
</head>


<body>
  <table
    style="width:100%;max-width:800px;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;">
    <tbody>
      <tr style="padding:0px">
        <td style="padding:0px">
          <table
            style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;">
            <tbody>
              <tr style="padding:0px">
                <td style="padding:2.5%;width:63%;vertical-align:middle">
                  <p class="name" style="text-align: center;">
                    Ganghui Yi
                  </p>
                  <p>
                    I'm a M.S. student in Computer Science at the
                    <a href="https://viterbischool.usc.edu/" target="_blank">University of Southern California</a>.
                    Previously, I conducted research on few-shot learning for disease prediction and biomarker discovery
                    at the Bioinformatics and Machine Learning Lab, where I was fortunate to be advised by
                    Prof. <a href="https://kyurijo.github.io/" target="_blank">Kyuri Jo</a>.
                    Currently, I work on digital pathology with whole-slide images, focusing on efficient and generalizable learning, and on immunology-driven protein design for drug discovery.                  </p>
                  <p>
                    I received my bachelor's degree with honors from
                    <a href="https://www.sogang.ac.kr/en/home" target="_blank">Sogang University</a> in Seoul,
                    where I double majored in Computer Science and Life Science. During my undergraduate studies, I also participated in an exchange program at
                    <a href="https://case.edu/" target="_blank">Case Western Reserve University</a>.
                  </p>

                  <p style="text-align:center">
                    <a href="mailto:ganghuiy@usc.edu" target="_blank">Email</a> &nbsp;/&nbsp;
                    <a href="https://www.linkedin.com/in/ganghuiyi/" target="_blank">LinkedIn</a> &nbsp;/&nbsp;
                    <a href="https://github.com/hughyi/" target="_blank">Github</a> &nbsp;/&nbsp;
                    <a href="data/cv.pdf" target="_blank">CV</a>
                    <!-- <a href="https://scholar.google.com/citations?hl=en&user=jktWnL8AAAAJ">Scholar</a> &nbsp;/&nbsp; -->
                  </p>
                </td>
                <td style="padding:2.5%; width:40%; max-width:40%;">
                  <a href="images/profile.JPG">
                    <img style="width:85%; max-width:100%; object-fit: cover;" alt="profile photo"
                      src="images/profile.JPG" class="hoverZoomLink" />
                  </a>
                </td>
              </tr>
            </tbody>
          </table>
          <table
            style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;">
            <tbody>
              <tr>
                <td style="padding:20px;width:100%;vertical-align:middle">
                  <h2>Research</h2>
                  <p>
                    My research interests are AI for healthcare, precision medicine, digital pathology, and drug discovery.
                  </p>
                  <!-- <p>Some papers are <span class="highlight">highlighted</span>.</p> -->
                </td>
              </tr>
            </tbody>
          </table>

          <table style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;">
            <tbody>
              <tr>
                <td style="padding:7px 20px;width:25%;vertical-align:top">
                  <div class="one">
                    <img src="images/ismb2026.png" width="160" alt="PathwayMAML overview">
                  </div>
                </td>
                <td style="padding:7px 20px;width:75%;vertical-align:top">
                  <a href="#" target="_blank">
                    <span class="papertitle">PathwayMAML: pathway-aware meta-learning for cancer-to-non-cancer transfer in few-shot disease classification</span>
                  </a>
                  <br>
                  Jeongjin Ju, <strong>Ganghui Yi</strong>, <a href="https://kyurijo.github.io/" target="_blank">Kyuri Jo</a>
                  <br>
                  <em>ISMB</em>, 2026 <small>(Under review)</small>
                  <p></p>
                  <p>
                    Encoding pathway structure within MAML enables cross-domain few-shot disease classification and pathway-level biomarker discovery.
                  </p>
                </td>
              </tr>

              <tr>
                <td style="padding:7px 20px;width:25%;vertical-align:top">
                  <div class="one">
                    <img src="images/acl2026.png" width="160" alt="DeCA overview">
                  </div>
                </td>
                <td style="padding:7px 20px;width:75%;vertical-align:top">
                  <a href="#" target="_blank">
                    <span class="papertitle">De-conflating Preference and Qualification: Constrained Dual-Perspective Reasoning for Job Recommendation with Large Language Models</span>
                  </a>
                  <br>
                  Bryce Kan, Wei Yang, Emily Nguyen, <strong>Ganghui Yi</strong>, Bowen Yi, Chenxiao Yu, Yan Liu
                  <br>
                  <em>ACL ARR</em>, 2026 <small>(Under review)</small>
                  <p></p>
                  <p>
                    Separating preference from qualification with constrained dual-perspective reasoning enables controllable job recommendation with LLMs.
                  </p>
                </td>
              </tr>

              <tr>
                <td style="padding:7px 20px;width:25%;vertical-align:top">
                  <div class="one">
                    <img src="images/ktsde2025.jpeg" width="160" alt="MAML-based model overview">
                  </div>
                </td>
                <td style="padding:7px 20px;width:75%;vertical-align:top">
                  <a href="data/FewShot_MultiOmics_DiseaseClassification_MAML.pdf" target="_blank">
                    <span class="papertitle">Few-Shot Learning for Multi-Omics Disease Classification with a MAML-Based Model</span>
                  </a>
                  <br>
                  <strong>Ganghui Yi</strong>, Jeongjin Ju, <a href="https://kyurijo.github.io/" target="_blank">Kyuri Jo</a>
                  <br>
                  <em>KTSDE</em>, 2025
                  <p></p>
                  <p>
                    Meta-learning a transferable initialization enables strong multi-omics disease classification in low-data settings across COVID-19, cirrhosis, and HBV-HCC.
                  </p>
                </td>
              </tr>
            </tbody>
          </table>

          <table width="100%" align="center" border="0" cellspacing="0" cellpadding="20">
            <tbody>
              <tr>
                <td>
                  <h2>Miscellanea</h2>
                </td>
              </tr>
            </tbody>
          </table>
          <table width="100%" align="center" border="0" cellpadding="20">
            <tbody>
              <tr>
                <td style="padding:20px;width:25%;vertical-align:top"><img
                    style="width:100%; max-width:100%; object-fit: cover;" src="images/cph.JPG"></td>
                <td width="75%" valign="center">
                  <p>I'm into film photography. My main gear is <a href="https://en.wikipedia.org/wiki/Nikon_FE2"
                      target="_blank">Nikon FE2</a> and <a href="https://en.wikipedia.org/wiki/Yashica_Electro_35" target="_blank">Yashica Electro 35</a>.<br>
                    I also love sports. I enjoy going to the gym, swimming and playing basketball.
                  </p>
                  <p></p>
                  <p>Although my name might sound Chinese, I'm actually Korean—but fun fact, I did live in China for
                    five years!</p>
                </td>
              </tr>
            </tbody>
          </table>


          <table
            style="width:100%;border:0px;border-spacing:0px;border-collapse:separate;margin-right:auto;margin-left:auto;">
            <tbody>
              <tr>
                <td style="padding:0px">
                  <br>
                  <p style="text-align:right;font-size:small;">
                    Website template by <a href="https://jonbarron.info/" target="_blank">Jon Barron</a>
                  </p>

                </td>
              </tr>
            </tbody>
          </table>
        </td>
      </tr>
  </table>
</body>

</html>