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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<link rel="icon" type="image/x-icon" href="./assets/img/lab_logo_icon.ico" />
<title>Knowledge-guided GenAI Workshop @ ICML 2026</title>
<link href="./assets/css/main.css" rel="stylesheet">
</head>
<body>
<!-- ============================= NAVIGATION ============================= -->
<header>
<nav class="navbar">
<span style="font-weight: 700; font-size: 1.25rem; display: flex;">
<a href="./index.html">Knowledge-guided GenAI Workshop</a>
</span>
<div>
<a href="./cfp.html">Call For Papers</a>
<a href="./schedule.html">Schedule</a>
</div>
</nav>
</header>
<!-- ============================= HERO ============================= -->
<section class="hero">
<h2>Workshop on</h2><h1>Incorporating Scientific Knowledge in Generative AI</h1>
<h2>ICML 2026 (Tentative) · Details TBA</h2>
</section>
<!-- ============================= INTRODUCTION ============================= -->
<section id="intro">
<h2>Introduction</h2>
<p>
While recent advances in generative AI and foundation models offer tremendous potential for accelerating scientific discovery,
current methods still suffer from several limitations hindering their widespread adoption in science. This includes their
inability to generalize in out-of-distribution scenarios (critical for extrapolation in scientific problems), tendency to
hallucinate and produce physically inconsistent samples, and lack of interpretability and control required for scientific reasoning.
</p>
<p>
We explore the question: <strong>how can we augment generative models with scientific knowledge to produce outputs that not only
"look realistic" but are also scientifically valid, reliable, and useful for scientific discovery?</strong>
</p>
<p>
We propose to organize a workshop at ICML 2026 to bring together the cross-disciplinary community of researchers working in
generative AI and science with a common vision: integrating scientific knowledge directly into the foundations and frameworks
of generative AI. We aim to bridge the gap between current capabilities of generative models and the needs of problems in
scientific domains by standardizing problem formulations, benchmarks, evaluation protocols, and metrics, driving the next
frontiers of generative AI for science.
</p>
<br>
<p>
The workshop will feature keynote talks, paper presentations, and discussions on emerging research at the intersection of GenAI and science.
We encourage submissions aligned with the <a style="text-decoration: underline;" href="./cfp.html">Call For Papers</a>.
The workshop will also provide opportunities for networking and collaboration.
</p>
<p>Related events: <a href="https://sites.google.com/stevens.edu/kgml-bridge-aaai-26" style="color: #222; text-decoration: underline;">KGML Bridge @ AAAI 2026</a> · <a href="https://sites.google.com/vt.edu/kgml-aaai-22" style="color: #222; text-decoration: underline;">KGML Fall Symposium @ AAAI 2022</a> · <a href="https://sites.google.com/umn.edu/kgml2024/" style="color: #222; text-decoration: underline;">KGML Workshop @ UMN 2024</a></p>
</section>
<!-- ============================= KEYNOTES ============================= -->
<section id="keynotes">
<h2>Confirmed Speakers (Alphabetical Order)</h2>
<div class="card-grid">
<div class="card">
<img src="./assets/img/speakers/jongchulye.png" alt="Jong Chul Ye" />
<h3><a href="https://bispl.weebly.com/professor.html">Jong Chul Ye</a></h3>
<p>KAIST</p>
</div>
<div class="card">
<img src="./assets/img/speakers/marinka_zitnik.png" alt="Marinka Zitnik" />
<h3><a href="https://zitniklab.hms.harvard.edu/bio/">Marinka Zitnik</a></h3>
<p>Harvard</p>
</div>
<div class="card">
<img src="./assets/img/speakers/seunghwa_ryu.png" alt="Seunghwa Ryu" />
<h3><a href="https://sites.google.com/site/seunghwalab/professor_1?authuser=0">Seunghwa Ryu</a></h3>
<p>KAIST</p>
</div>
<div class="card">
<img src="./assets/img/speakers/Ho_Shirley.png" alt="Shirley Ho" />
<h3><a href="https://www.shirleyho.space/">Shirley Ho</a></h3>
<p>Polymathic AI and Flatiron Institute</p>
</div>
<div class="card">
<img src="./assets/img/speakers/woo_youn_kim.jpg" alt="Woo Youn Kim" />
<h3><a href="https://wooyoun.kaist.ac.kr/?ckattempt=1">Woo Youn Kim</a></h3>
<p>KAIST</p>
</div>
</div>
</section>
<!-- ============================ ORGANIZERS ============================= -->
<section id="organizers">
<h2>Organizers</h2>
<div class="org-card-grid">
<div class="org-card">
<img src="./assets/img/organizers/anuj.jpg" alt="Anuj Karpatne" />
<h3><a href="https://anujkarpatne.github.io/">Anuj Karpatne</a></h3>
<p>Virginia Tech</p>
</div>
<div class="org-card">
<img src="./assets/img/organizers/aryan.jpeg" alt="Aryan Deshwal" />
<h3><a href="https://aryandeshwal.github.io/">Aryan Deshwal</a></h3>
<p>University of Minnesota</p>
</div>
<div class="org-card">
<img src="./assets/img/organizers/cheng.jpg" alt="Cheng Zhang" />
<h3><a href="https://czhang0528.github.io/">Cheng Zhang</a></h3>
<p>Texas A&M University</p>
</div>
<div class="org-card">
<img src="./assets/img/organizers/harry.png" alt="Wei-Lun Chao" />
<h3><a href="https://sites.google.com/view/wei-lun-harry-chao/home">Wei-Lun Chao</a></h3>
<p>Boston University</p>
</div>
<div class="org-card">
<img src="./assets/img/organizers/vipin_kumar.webp" alt="Vipin Kumar" />
<h3><a href="https://www-users.cse.umn.edu/~kumar001/">Vipin Kumar</a></h3>
<p>University of Minnesota</p>
</div>
<div class="org-card">
<img src="./assets/img/organizers/xiaowei.jpeg" alt="Xiaowei Jia" />
<h3><a href="https://sites.pitt.edu/~xiaowei/">Xiaowei Jia</a></h3>
<p>University of Pittsburgh</p>
</div>
</div>
</section>
<!-- ============================ STUDENT ORGANIZERS ============================= -->
<section id="student-organizers">
<h2>Student Organizers</h2>
<div class="org-card-grid">
<div class="org-card">
<img src="./assets/img/organizers/mridul.jpg" alt="Mridul Khurana" />
<h3><a href="https://mridulk97.github.io/">Mridul Khurana</a></h3>
<p>Virginia Tech</p>
</div>
<div class="org-card">
<img src="./assets/img/organizers/MedhaSawhney.jpg" alt="Medha Sawhney" />
<h3><a href="https://sawhney-medha.github.io/">Medha Sawhney</a></h3>
<p>Virginia Tech</p>
</div>
</div>
</section>
<!-- ============================= AREA CHAIR ============================= -->
<section id="area-chair">
<h2>Area Chair</h2>
<p>Coming Soon...</p>
</section>
<!-- ============================= PROGRAM COMMITTEE ============================= -->
<section id="program-committee">
<h2>Program Committee</h2>
<p>Coming Soon...</p>
</section>
<!-- ============================= CONTACT ============================= -->
<section id="contact">
<h2>Contact</h2>
<p>Coming Soon...</p>
</section>
<!-- ============================= FOOTER ============================= -->
<footer>
<small>© Knowledge-guided GenAI Workshop · ICML 2026</small>
</footer>
</body>
</html>