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<p class=""><font face="Calibri Light, sans-serif" size="2" class="">[Apologies for cross-posting — please forward to anyone who might be interested]</font></p>
<p class=""><b class=""><span style="font-size:10.0pt;
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">The AAAI-21 Workshop on Privacy-Preserving Artificial
Intelligence (PPAI-21)<o:p class=""></o:p></span></b></p>
<p class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">The availability of massive amounts of data, coupled with
high-performance cloud computing platforms, has driven significant progress in artificial intelligence and, in particular, machine learning and optimization. It has profoundly impacted several areas, including computer vision, natural language processing,
and transportation. However, the use of rich data sets also raises significant privacy concerns: They often reveal personal sensitive information that can be exploited, without the knowledge and/or consent of the involved individuals, for various purposes
including monitoring, discrimination, and illegal activities. </span><span style="font-family:"Calibri Light",sans-serif;
mso-ascii-theme-font:major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:
major-latin" class=""><o:p class=""></o:p></span></p>
<p class=""><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;
mso-ascii-theme-font:major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:
major-latin;color:#1C1E29" class="">The second AAAI
<i class="">Workshop on Privacy-Preserving Artificial Intelligence</i> (PPAI-21) </span>
<span style="font-size:10.0pt;
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">held at the Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21)
<span style="color:#1C1E29" class="">builds on the success of last year’s AAAI PPAI to provide a platform for researchers, AI practitioners, and policymakers to discuss
</span>technical and societal issues and present solutions related to privacy in AI applications. The workshop will focus on both the theoretical and practical challenges related to the design of privacy-preserving AI systems and algorithms and will have strong
multidisciplinary components, including soliciting contributions about policy, legal issues, and societal impact of privacy in AI.
<b class=""><o:p class=""></o:p></b></span></p>
<p class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;
mso-ascii-theme-font:major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:
major-latin" class="">PPAI-21 will place particular emphasis on: (1) Algorithmic
approaches to protect data privacy in the context of learning, optimization, and decision making that raise fundamental challenges for existing technologies; (2) Privacy challenges created by the governments and tech industry response to the Covid-19 outbreak;
(3) Social issues related to tracking, tracing, and surveillance programs; and (4) Algorithms and frameworks to release privacy-preserving benchmarks and data sets.</span><span style="font-family: "Calibri Light", sans-serif;" class=""> </span></p>
<div style="margin: 0in 0in 0.0001pt; line-height: 150%;" class=""><b class=""><span style="font-size:10.0pt;line-height:
150%;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Topics</span></b><span style="font-size:10.0pt;line-height:150%;font-family:"Calibri Light",sans-serif;
mso-ascii-theme-font:major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:
major-latin" class=""><o:p class=""></o:p></span></div>
<div style="margin: 0in 0in 0.0001pt;" class=""><span style="font-size:10.0pt;
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">The workshop organizers invite
paper submissions on the following (and related) topics:</span><span style="font-family: "Times New Roman"; font-size: 7pt; text-indent: -17.85pt;" class=""> </span></div>
<ul style="margin-top:0in" type="disc" class="">
<li class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class=""><span style="text-indent: -23.799999237060547px; font-size: 10pt;" class=""><span style="font-size: 10pt;" class="">Applications
of privacy-preserving AI systems </span></span></span></li><li class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class=""><span style="text-indent: -23.799999237060547px; font-size: 10pt;" class=""><span style="text-indent: -17.85pt; font-size: 10pt;" class="">Attacks
on data privacy</span></span></span></li><li class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class=""><span style="text-indent: -23.799999237060547px; font-size: 10pt;" class="">Differential
privacy: theory and applications</span></span></li><li class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class=""><span style="text-indent: -23.799999237060547px; font-size: 10pt;" class="">Distributed
privacy-preserving algorithms</span></span></li><li class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class=""><span style="text-indent: -23.799999237060547px; font-size: 10pt;" class="">Human
rights and privacy</span></span></li><li class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class=""><span style="text-indent: -23.799999237060547px; font-size: 10pt;" class="">Privacy
issues related to the Covid-19 outbreak</span></span></li><li class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Privacy policies and legal issues
<o:p class=""></o:p></span></li><li class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Privacy preserving optimization and machine learning
<o:p class=""></o:p></span></li><li class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Privacy preserving test cases and benchmarks
<o:p class=""></o:p></span></li><li class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Surveillance and societal issues
<o:p class=""></o:p></span></li></ul>
<p class=""><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;
mso-ascii-theme-font:major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:
major-latin" class="">Finally, the workshop will welcome papers that describe the release
of privacy-preserving <i class="">benchmarks </i>and <i class="">data sets </i>that can be used by the community to solve fundamental problems of interest, including in machine learning and optimization for health systems and urban networks, to mention but
a few examples. <o:p class=""></o:p></span></p>
<p class="MsoNormal"><b class=""><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Important Dates</span></b></p>
<p class="MsoNormal"></p>
<ul class="MailOutline">
<li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">November 9, 2020 – Submission Deadline</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">November 30, 2020 – Acceptance Notification</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">February 8 and 9, 2020 – Workshop Date</span></li></ul>
<p></p>
<p class=""><b class=""><span style="font-size:10.0pt;
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Format<br class="">
</span></b><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;
mso-ascii-theme-font:major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:
major-latin" class="">The workshop will be a one-day</span><span class="MsoCommentReference"><span style="font-size:8.0pt;font-family:"Calibri",sans-serif;
mso-ascii-theme-font:minor-latin;mso-fareast-font-family:Calibri;mso-fareast-theme-font:
minor-latin;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";
mso-bidi-theme-font:minor-bidi" class=""> </span></span><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">and
a half meeting. The first session (half day) will be dedicated to privacy challenges, particularly those risen by the Covid-19 pandemic tracing and tracking policy programs. The second, day-long, session will be dedicated to the workshop technical content
about privacy-preserving AI. The workshop will include a number of (possibly parallel) technical sessions, a virtual poster session where presenters can discuss their work, with the aim of further fostering collaborations, multiple invited speakers covering
crucial challenges for the field of privacy-preserving AI applications, including policy and societal impacts, a number of tutorial talks, and will conclude with a panel discussion.
</span><o:p class=""></o:p></p>
<p class="MsoNormal" style="line-height:12.0pt;mso-outline-level:4;vertical-align:
baseline">
<b class=""><span style="font-size:10.0pt;
font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Attendance<o:p class=""></o:p></span></b></p>
<p class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;
mso-ascii-theme-font:major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:
major-latin" class="">Attendance is open to all. At least one author of each
accepted submission must be present at the workshop.<br class="">
<!--[if !supportLineBreakNewLine]--><br class="">
<!--[endif]--><o:p class=""></o:p></span></p>
<p class="MsoNormal"><b class=""><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Submission</span></b><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class=""><br class="">
Submission URL: <span class="apple-converted-space"> </span></span><a href="https://cmt3.research.microsoft.com/PPAI2021" class=""><span style="font-size:
10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:major-latin;
mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">https://cmt3.research.microsoft.com/PPAI2021</span></a><o:p class=""></o:p></p>
<p class=""><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;
mso-ascii-theme-font:major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:
major-latin" class="">Submissions of technical papers can be up to 7 pages excluding references
and appendices. Short or position papers of up to 4 pages are also welcome. All papers must be submitted in PDF format, using the AAAI-21 author kit. Papers will be peer-reviewed and selected for oral and/or poster presentation at the workshop.
<o:p class=""></o:p></span></p>
<p class="MsoNormal"><b class=""><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Invited Speakers (TBD)<o:p class=""></o:p></span></b></p>
<p class="MsoNormal"><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;
mso-ascii-theme-font:major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:
major-latin" class=""> </span></p>
<p class="MsoNormal"><b class=""><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Workshop Chairs</span></b></p>
<p class="MsoNormal"></p>
<ul class="MailOutline">
<li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Ferdinando Fioretto (Syracuse University)</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Pascal Van Hentenryck (Georgia Institute of Technology)</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Richard W. Evans (Rice University)</span></li></ul>
<p></p>
<p class="MsoNormal"><b class=""><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Workshop Committee (Incomplete list)</span></b></p>
<p class="MsoNormal"></p>
<ul class="MailOutline">
<li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Aws Albarghouthi - University of Wisconsin-Madison</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Carsten Baum - Aarhus University</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Aurélien Bellet - INRIA</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Mark Bun - Boston University</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Albert Cheu - Northeastern University</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Graham Cormode - University of Warwick</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Rachel Cummings - Georgia Tech</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Xi He - University of Waterloo</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Antti Honkela -University of Helsinki</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Mohamed Ali Kaafar - Macquarie University and CSIRO-Data61</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Kim Laine - Microsoft Research</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Olga Ohrimenko - The University of Melbourne</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Catuscia Palamidessi - Laboratoire d'informatique de l'École polytechnique</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Marco Romanelli - INRIA</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Reza Shokri - NUS</span></li><li class=""><span style="font-family: "Calibri Light", sans-serif; font-size: 10pt; text-indent: -0.25in;" class="">Vikrant Singhal - Northeastern University</span></li></ul>
<p></p>
<p class="MsoNormal"><b class=""><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class="">Workshop URL:
</span></b><span style="font-size:10.0pt;font-family:"Calibri Light",sans-serif;mso-ascii-theme-font:
major-latin;mso-hansi-theme-font:major-latin;mso-bidi-theme-font:major-latin" class=""><a href="https://ppai21.github.io/" class="">https://ppai21.github.io/</a></span></p>
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