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index.html
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<span class="icon-bar"></span>
<span class="icon-bar"></span>
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<a class="navbar-brand" href="https://aisecure.github.io/"
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<a href="TEACHING/CS562/CS562.html">CS562</a>
<a href="TEACHING/CS598/CS562.html">CS598</a>
<a href="TEACHING/CS442/CS442.html">CS442</a>
<a href="TEACHING/CS307/CS307.html">CS307</a>
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<li>
<a href="BLOG/index.html">Blog</a>
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<li>
<a href="https://github.com/AI-secure">GitHub</a>
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<li>
<a href="BIO/index.html">Bio</a>
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<div class="page-heading">
<p>
<img class="img-circle img-200" src="./files/bo_li_headshot.jpg"/>
</p>
<h1>Bo Li</h1>
<hr class="small"/>
<!-- <span class="page-subheading"> Neubauer Associate Professor </span> -->
<!-- <hr class="small"> -->
<!-- <span class="page-subheading"
>UIUC</span
> -->
<!-- <span class="page-subheading"
>(I am currently on leave from UIUC) </span
>
<span class="page-subheading"> -->
<!-- <strong style="font-family: seaweed script">Email </strong>:
lbo at illinois dot edu or lxbosky at gmail dot com</span
>
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<a href="https://twitter.com/uiuc_aisecure?ref_src=twsrc%5Etfw" class="twitter-follow-button" data-show-count="false">Follow @uiuc_aisecure</a><script async src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>
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<span class="page-subheading">
<a href="https://scholar.google.com/citations?user=K8vJkTcAAAAJ&hl=en" >[Google Scholar]</a>
</span
>
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<div class="col-lg-8 col-lg-offset-2 col-md-10 col-md-offset-1">
<p align="justify">
<!-- I am an Associate Professor in the
<a href="">Computer Science Department</a>
at the
<a href=""
>University of Chicago</a
>. -->
I am on the advisory board of the <a href="https://ai.ncsa.illinois.edu/"
>Center for Artificial Intelligence Innovation</a
> (CAII) at Illinois, and I am a member of the <a href="https://iti.illinois.edu/"
>Information Trust Institute</a
> (ITI). I am also affiliated with several research centers aiming to broaden the research collaboration and bridge different communities, such as the <a href="https://adsc.illinois.edu/"
>Advanced Digital Science Center</a
> (ADSC), the <a href="https://www.c3sr.com/"
>Center for Cognitive Computing Systems Research</a
> (C3SR), and the <a href="https://iquist.illinois.edu/"
>Quantum Information Science and Technology Center</a
> (IQUIST). I also serve in the <a href="https://isur.engineering.illinois.edu/alert-program/"
>Accelerated Learning and Engineering Research Training</a
> (ALERT) program.
</p>
<p>
My research focuses on trustworthy machine learning, with an emphasis on robustness, privacy, generalization, and their interconnections. We believe that closing today's trustworthiness gap in ML requires us to tackle these grappled problems in a holistic framework, driven by fundamental research focusing on not only each problem but also their underlying interactions.
</p>
<p>
The long-term goal for our group, Secure learning lab
(SL<sup>2</sup>), is to make machine learning systems robust, private, and generalizable with guarantees for different real-world applications. We have worked on exploring different types of adversarial attacks, including evasion and poisoning attacks in digital and physical worlds, under various constraints. We have developed and will continue to explore robust learning systems based on game-theoretic analysis, knowledge-enabled logical reasoning, and properties of learning tasks. Our work directly benefits applications such as computer vision, natural language processing, safe autonomous driving, and trustworthy federated learning systems.
</p>
<p>
<strong>For Prospective Students:</strong>
<i>
Prospective PhDs and postdocs who are interested and experienced in
machine learning, security, and optimization, please <a
href="https://docs.google.com/forms/d/e/1FAIpQLSdWL13KVc-vciu2m2prE6ccdAKqgl-vQJQErgwWtMeKMj-NgA/viewform"> fill out the form</a>.
</i>
</p>
<!-- <p>As intelligent systems become pervasive, safeguarding their security and privacy is critical. However, recent research have demonstrated that machine learning systems, including state-of-the-art deep neural networks, can be easily fooled by an adversary. For example, it is easy to generate adversarial examples, which are close to the benign inputs but are misidentified by the machine learning models. Moreover, in our recent work, we have shown that such attacks can be successful even without access to the model internals, i.e., in a black-box setting. These attacks may cause severe outcomes: for example, the adversary can mislead the perceptual systems of autonomous vehicles to wrongly identify road signs, which can result in catastrophic traffic accidents. Therefore, such security issues hinder the application of machine learning to security-critical systems.</p> -->
<h3 id="recent-news" style="font-family: averia sans libre">
Recent News
</h3>
<ul>
<li>
<span style="font-family: 'averia sans libre';">
<span style="font-size: 18px;">
[01/25] <a href="https://alphapav.github.io/">Chulin Xie</a> got the
<a href="https://research.ibm.com/university/awards/fellowships-awardees.html">
"IBM PhD Fellowship"
</a>.
</span>
<br />
</span>
</li>
<li>
<span style="font-family: 'averia sans libre';">
<span style="font-size: 18px;">
[12/24] Our paper <a href="https://decodingtrust.github.io/">DecodingTrust</a>
got the
<a
href="https://www.nsa.gov/Press-Room/News-Highlights/Article/Article/3990748/nsa-awards-authors-of-assessment-of-trustworthiness-in-gpt-models/">
2024 Best Scientific Cybersecurity Paper
</a>
from NSA!
</span>
<br />
</span>
</li>
<li>
<span style="font-family: 'averia sans libre';">
<span style="font-size: 18px;">
[11/24] <a href="https://alphapav.github.io/">Chulin Xie</a> was recognized by the
<a href="https://ml.umd.edu/rising-stars-workshop-2024">
"Rising Stars in Machine Learning"
</a>.
</span>
<br />
</span>
</li>
<li>
<span style="font-family: 'averia sans libre';">
<span style="font-size: 18px;">
[08/23] Our paper <a href="https://decodingtrust.github.io/">DecodingTrust</a>
got the Outstanding Paper Award at NeurIPS 2023!
</span>
<br />
</span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[08/23] We got the
<a
href="https://iti.illinois.edu/people/profile/lbo"
>
"Teachers Ranked as Excellent Award"</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[12/22] <a
href="http://linyil.com/"
>
Linyi Li
</a
>
was recognized by the <a
href="https://datascience.uchicago.edu/rising-stars/#rising-stars-profiles-2"
>
"Rising Stars in Data Science"
</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[12/22] We have gotten the first prize in the <a href="https://sites.google.com/view/vnn2022">
VNN-COMP'22
</a>.
</span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[06/22] We got the
<a
href="https://www.computer.org/publications/tech-news/insider/2022-ais-top-10-to-watch."
>
"IEEE AI's 10 to Watch Award"</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[06/22] We got the
<a
href="https://www.ijcai.org/awards#:~:text=The%20winner%20of%20the%202022%20IJCAI%20Computers%20and%20Thought%20Award,of%20Illinois%20at%20Urbana%2DChampaign."
>
"IJCAI-22 Computers and Thought Award"</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[02/22] We got the <a href="https://cs.illinois.edu/news/bo-li-named-2022-sloan-research-fellow">"Alfred P. Sloan Fellowship in Computer Science"</a>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[02/22] We got the
<a
href="https://grainger.illinois.edu/research/faculty-awards"
>
"Dean's Award for Excellence in Research"</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[01/22] We got the
<a
href="https://cs.illinois.edu/about/awards/faculty-awards/university-illinois-awards#:~:text=C.W.%20Gear%20Outstanding%20Junior%20Faculty,pioneer%20in%20automatic%20numerical%20methods."
>
"C.W. Gear Outstanding Junior Faculty Award"</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[01/22] We got the
<a
href="https://iti.illinois.edu/people/profile/lbo"
>
"Teachers Ranked as Excellent Award"</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[12/21] <a
href="http://linyil.com/"
>
Linyi Li
</a
>
was recognized by the <a
href="https://sites.google.com/view/advml/advml-rising-star-award?authuser=0&pli=1"
>
"AdvML Rising Star Award"
</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[08/21] We got the
<a
href="https://research.fb.com/programs/research-awards/proposals/2021-statistics-for-improving-insights-models-and-decisions-request-for-proposals/"
>
"2021 Facebook Research Award"</a
>. </span
><br
/></span>
</li>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[06/21] Mantas Mazeika
got the <a
href="https://www.openphilanthropy.org/grants/early-career-funding-for-improving-the-long-term-future-scholarship-support-2022/"
>
"Open Philanthropy Fellowship"
</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[04/21] We got the
<a
href="https://www.amazon.science/research-awards/program-updates/2020-amazon-research-awards-recipients-announced"
>
"2020 recipients of AWS Amazon Research Award"</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"><span style="font-size: 18px">[09/21] We got the
<a
href="https://research.google/outreach/research-scholar-program/recipients/">
"Google Research Scholar Award"</a>. </span><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[03/21] <a href="https://wbx.life">Boxin Wang</a>
got the <a href="https://cs.illinois.edu/about/awards/graduate-fellowships-awards/yunni-and-maxine-pao-memorial-fellowship">
"Yunni & Maxine Pao Memorial Fellowship"
</a>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"><span style="font-size: 18px">[10/20] We got the
<a
href="https://www.intel.com/content/www/us/en/research/blogs/intel-rising-stars-awards-2020.html">
"Intel’s 2020 Rising Star Faculty Award Recognizing 10 Leading Researchers"</a>. </span><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"><span style="font-size: 18px">[10/20] We got the
<a
href="https://www.nsf.gov/awardsearch/showAward?AWD_ID=2046726&HistoricalAwards=false">
"NSF CAREER Award" </a>. </span><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[07/20] We got the
<a
href="https://aws.amazon.com/blogs/machine-learning/2019-q4-recipients-of-aws-machine-learning-research-awards/"
>
"2019 Q4 recipients of AWS Machine Learning Research Awards"</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[06/20] We were selected as one of the
<a href="https://www.technologyreview.com/innovator/bo-li/">
MIT Technology Review list of 35 Innovators Under 35,
2020</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[08/19] Our generated physical adversarial stop sign is
<a
href="https://twitter.com/EarlenceF/status/1158768185262432257"
>on display at Science Museum in London</a
>, and has become one of the permanent collections. </span
><br
/></span>
</li>
</ul>
<div
class="no-return collapse"
id="oldnews"
aria-expanded="false"
style="height: 0px"
>
<ul>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[06/19] Our paper:
<a href="https://arxiv.org/abs/1907.05418">
"Adversarial Objects Against LiDAR-Based Autonomous
Driving Systems"
</a>
is reported by
<a href="https://www.jiqizhixin.com/articles/2019-07-13-4"
>JiQiZhiXin
</a>
<a href="https://www.qbitai.com/2019/07/5064.html"
>QbitAI</a
>
and is discussed at
<a
href="https://www.reddit.com/r/SelfDrivingCars/comments/cc7khu/adversarial_objects_against_lidarbased_autonomous/"
>Reddit [1]</a
>,
<a
href="https://www.reddit.com/r/MachineLearning/comments/ccc7p4/r_we_also_3dprint_our_adversarial_objects_and/"
>[2]</a
>. </span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[06/19] Our paper:
<a href="https://arxiv.org/abs/1906.07927">
"SemanticAdv: Generating Adversarial Examples via
Attribute-conditional Image Editing"
</a>
is reported by
<a href="https://www.jiqizhixin.com/articles/2019-07-12-2"
>JiQiZhiXin
</a>
.</span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[05/19] Workshop "Security and Privacy of Machine Learning"
in ICML 2019. Please submit your papers
<a href="https://icml2019workshop.github.io/" target=""
>here</a
>
and win the best paper award!</span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>​[05/19] Workshop "Adversarial Machine Learning in
Real-World Computer Vision Systems" in CVPR 2019. Please
submit your papers
<a href="https://amlcvpr2019.github.io/" target="">here</a
>!</span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>​[05/19] Our paper "<a
href="https://arxiv.org/abs/1810.05206"
target=""
>Realistic Adversarial Examples in 3D Meshes</a
>" is accepted in CVPR 2019 as oral presentation!
Congratulations to Chaowei and Dawei!</span
><br
/></span>
</li>
<li>
<span style="font-family: averia sans libre"
><span style="font-size: 18px"
>[05/19] Our paper "<a
href="https://arxiv.org/abs/1809.07016"
target=""
>Generating 3D Adversarial Point Clouds</a
>" is accepted in CVPR 2019! </span
><br
/></span>
</li>
<li>