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<!DOCTYPE html>
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<title>Karsten Kreis</title>
</head><body class="container d-flex flex-column min-vh-100">
<div class="row w-100">
<div class="col w-100">
<div class="about row w-100">
<div class="row w-100 justify-content-center">
<img class="rounded-circle " src="images/profile.png" alt="profile_picture" id="profile_picture" />
</div>
<div class=" row w-100 justify-content-center main_color" id="full_name">
Karsten Kreis
</div>
<div class="affiliations row w-100 justify-content-center">
<div class="row w-100 justify-content-center">
<div class="row w-100 justify-content-center" id="title-name">
<span class="text_color" id="title">
Senior Research Scientist,
</span>
<span id="name" class="text_color">
NVIDIA
</span>
</div>
<div class="row w-100 justify-content-center text-muted" id="email">
kkreis [at] nvidia [dot] com
</div>
</div>
</div>
<div class="socials row w-100 justify-content-center">
<div class="row w-100 justify-content-center">
<a class="link_color" rel="me" href='https://scholar.google.com/citations?user=rFd-DiAAAAAJ&hl' target="_blank">
<i class="ai ai-2x ai-google-scholar academic_icons_customize"></i>
</a>
<a class="link_color" rel="me" href='https://twitter.com/karsten_kreis' target="_blank">
<i data-feather="twitter"></i>
</a>
<a class="link_color" rel="me" href='https://linkedin.com/in/karstenkreis' target="_blank">
<i data-feather="linkedin"></i>
</a>
</div>
</div>
<div class="text_color introduction row w-100 text-justify">
<div class="col w-100">
<p>I am a Senior Research Scientist in the fundamental generative AI research team of <a href="https://www.nvidia.com/en-us/research/">NVIDIA Research</a>. I am interested both in generative AI algorithm development and in applying deep generative models in areas such as representation learning, graphics, content creation and digital artistry. I am also interested in research that takes inspirations from physics to improve machine learning techniques as well as in applying state-of-the-art generative learning methods to problems in the natural sciences.</p>
<p>I am trained as a physicist and completed my master’s thesis in quantum information theory. For my Ph.D. in computational and statistical physics, I developed multiscale models and sampling algorithms for molecular dynamics simulation. Before joining NVIDIA, I worked on deep generative learning at <a href="https://www.dwavesys.com">D-Wave Systems</a> and I co-founded <a href="https://variational.ai">Variational AI</a>, a startup leveraging generative modeling for drug discovery.</p>
</div>
</div>
</div>
<div class="about row w-100">
</div>
</div>
</div>
<div class="row w-100">
<div class="col w-100">
<div class="row w-100">
<div class="col w-100">
<h3 class="row w-100 section-title main_color"> Publications </h3>
<h6 class="row w-100 section-subtitle text-muted"> *,† indicate equal contribution / co-first authorship. </h6>
</div>
</div>
<div class="publications row w-100">
<div class="col w-100">
<div class="publication row w-100">
<div class="text_color section-1 w-100">
<span>
<b>EquiJump: Protein Dynamics Simulation via SO(3)-Equivariant Stochastic Interpolants</b>
</span>
</div>
<div class="section-1 w-100">
<span class="text_color publication-name">
<i>arXiv preprint,</i>
</span>
<span class="text_color publication-date">
<i>2024</i>
</span>
</div>
<div class="section-2 text-muted w-100">
<span>
Allan dos Santos Costa*
</span>
<span class="separator">
,
</span>
<span>
Ilan Mitnikov*
</span>
<span class="separator">
,
</span>
<span>
Franco Pellegrini*
</span>
<span class="separator">
,
</span>
<span>
Ameya Daigavane
</span>
<span class="separator">
,
</span>
<span>
Mario Geiger
</span>
<span class="separator">
,
</span>
<span>
Zhonglin Cao
</span>
<span class="separator">
,
</span>
<span>
<u>Karsten Kreis</u>
</span>
<span class="separator">
,
</span>
<span>
Tess Smidt
</span>
<span class="separator">
,
</span>
<span>
Emine Kucukbenli
</span>
<span class="separator">
,
</span>
<span>
Joseph Jacobson
</span>
</div>
<div class="section-3 w-100">
<a class="link_color text-decoration-none rounded" href="https://arxiv.org/abs/2410.09667" target="_blank">
arxiv
</a>
</div>
<br>
</div>
<div class="publication row w-100">
<div class="text_color section-1 w-100">
<span>
<b>Energy-Based Diffusion Language Models for Text Generation</b>
</span>
</div>
<div class="section-1 w-100">
<span class="text_color publication-name">
<i>arXiv preprint,</i>
</span>
<span class="text_color publication-date">
<i>2024</i>
</span>
</div>
<div class="section-2 text-muted w-100">
<span>
Minkai Xu
</span>
<span class="separator">
,
</span>
<span>
Tomas Geffner
</span>
<span class="separator">
,
</span>
<span>
<u>Karsten Kreis</u>
</span>
<span class="separator">
,
</span>
<span>
Weili Nie
</span>
<span class="separator">
,
</span>
<span>
Yilun Xu
</span>
<span class="separator">
,
</span>
<span>
Jure Leskovec
</span>
<span class="separator">
,
</span>
<span>
Stefano Ermon
</span>
<span class="separator">
,
</span>
<span>
Arash Vahdat
</span>
</div>
<div class="section-3 w-100">
<a class="link_color text-decoration-none rounded" href="https://arxiv.org/abs/2410.21357" target="_blank">
arxiv
</a>
</div>
<br>
</div>
<div class="publication row w-100">
<div class="text_color section-1 w-100">
<span>
<b>Truncated Consistency Models</b>
</span>
</div>
<div class="section-1 w-100">
<span class="text_color publication-name">
<i>arXiv preprint,</i>
</span>
<span class="text_color publication-date">
<i>2024</i>
</span>
</div>
<div class="section-2 text-muted w-100">
<span>
Sangyun Lee
</span>
<span class="separator">
,
</span>
<span>
Yilun Xu
</span>
<span class="separator">
,
</span>
<span>
Tomas Geffner
</span>
<span class="separator">
,
</span>
<span>
Giulia Fanti
</span>
<span class="separator">
,
</span>
<span>
<u>Karsten Kreis</u>
</span>
<span class="separator">
,
</span>
<span>
Arash Vahdat
</span>
<span class="separator">
,
</span>
<span>
Weili Nie
</span>
</div>
<div class="section-3 w-100">
<a class="link_color text-decoration-none rounded" href="https://arxiv.org/abs/2410.14895" target="_blank">
arxiv
</a>
<a class="link_color text-decoration-none rounded" href="https://truncated-cm.github.io/" target="_blank">
project page
</a>
</div>
<br>
</div>
<div class="publication row w-100">
<div class="text_color section-1 w-100">
<span>
<b>Multi-student Diffusion Distillation for Better One-step Generators</b>
</span>
</div>
<div class="section-1 w-100">
<span class="text_color publication-name">
<i>arXiv preprint,</i>
</span>
<span class="text_color publication-date">
<i>2024</i>
</span>
</div>
<div class="section-2 text-muted w-100">
<span>
Yanke Song
</span>
<span class="separator">
,
</span>
<span>
Jonathan Lorraine
</span>
<span class="separator">
,
</span>
<span>
Weili Nie
</span>
<span class="separator">
,
</span>
<span>
<u>Karsten Kreis</u>
</span>
<span class="separator">
,
</span>
<span>
James Lucas
</span>
</div>
<div class="section-3 w-100">
<a class="link_color text-decoration-none rounded" href="https://arxiv.org/abs/2410.23274" target="_blank">
arxiv
</a>
<a class="link_color text-decoration-none rounded" href="https://research.nvidia.com/labs/toronto-ai/MSD/" target="_blank">
project page
</a>
</div>
<br>
</div>
<div class="publication row w-100">
<div class="text_color section-1 w-100">
<span>
<b>Molecule Generation with Fragment Retrieval Augmentation</b>
</span>
</div>
<div class="section-1 w-100">
<span class="text_color publication-name">
<i>Neural Information Processing Systems (NeurIPS),</i>
</span>
<span class="text_color publication-date">
<i>2024</i>
</span>
</div>
<div class="section-2 text-muted w-100">
<span>
Seul Lee
</span>
<span class="separator">
,
</span>
<span>
<u>Karsten Kreis</u>
</span>
<span class="separator">
,
</span>
<span>
Srimukh Prasad Veccham
</span>
<span class="separator">
,
</span>
<span>
Meng Liu
</span>
<span class="separator">
,
</span>
<span>
Danny Reidenbach
</span>
<span class="separator">
,
</span>
<span>
Saee Gopal Paliwal
</span>
<span class="separator">
,
</span>
<span>
Arash Vahdat*
</span>
<span class="separator">
,
</span>
<span>
Weili Nie*
</span>
</div>
<div class="section-3 w-100">
<a class="link_color text-decoration-none rounded" href="https://openreview.net/forum?id=56Q0qggDlp" target="_blank">
proceedings
</a>