<html><body style="word-wrap: break-word; -webkit-nbsp-mode: space; line-break: after-white-space;"><head><meta http-equiv="Content-Type" content="text/html; charset=utf-8"></head><div class=""></div><div class=""><br class=""></div><div class=""><br class=""></div><div class=""><b class="">Monday, April 29, 2019 at 11:00am</b></div><div class=""><b class="">John Crerar Library, Room 390</b></div><div class=""><b class=""><br class=""></b></div><div class=""><b class="">Title: </b><b class="">Secure
Learning in Adversarial Environments</b></div><div class=""><b class=""><br class=""></b></div><div class="">
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<!--StartFragment--><p class="MsoNormal"><i class=""><b class="">Abstract</b>: </i><span style="text-align: justify;" class="">Advances in machine learning have led to rapid and
widespread deployment of software-based inference and
decision making, resulting in various applications such as data
analytics, autonomous systems, and security diagnostics.
Current machine learning systems, however, assume that training and
test data follow the same, or similar, distributions, and do not
consider active adversaries manipulating either distribution. Recent work
has demonstrated that motivated adversaries can circumvent anomaly
detection or classification models at test time through evasion attacks,
or can inject well-crafted malicious instances into training data to
induce errors in classification through poisoning attacks. In
this talk, I will describe my recent research about evasion attacks,
poisoning attacks, and privacy problems in machine learning systems.
In particular, I will introduce an example of physical attacks
in autonomous driving recognition system, and discuss several
potential defensive approaches as well as robust learning models.</span></p><p class="MsoNormal" style="text-align:justify"><i class=""><b class="">Bio</b>: </i>Dr. Bo Li is an assistant professor in
the department of Computer Science at University of Illinois at
Urbana–Champaign, and is a recipient of the Symantec Research Labs
Fellowship. Prior to this she was a postdoctoral researcher
in UC Berkeley. Her research focuses on both theoretical and practical
aspects of security, machine learning, privacy, game
theory, and adversarial machine learning. She has designed several
robust learning algorithms, a scalable framework for achieving robustness
for a range of learning methods, and a privacy preserving data publishing
system. Her recent research focuses on adversarial deep
learning and generative models, as well
as designing scalable robust machine learning
models against adversarial attacks.</p>
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