<div dir="ltr"><div class="gmail_default" style="font-family:georgia,serif;font-size:small"><span id="m_-1667501361296928964gmail-docs-internal-guid-2e955b14-7fff-9e94-a1aa-931bd6904d51"><p dir="ltr" style="line-height:1.68;margin-left:10pt;text-align:center;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Call for Papers: The 4th Games, Agents, and Incentives Workshop (GAIW)@AAMAS 2022</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">TL;DR</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">:</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:9pt;padding:0pt 0pt 5pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Webpage: </span><a href="https://preflib.github.io/gaiw2022" style="text-decoration-line:none" target="_blank"><span style="font-size:11pt;font-family:Verdana;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;text-decoration-line:underline;vertical-align:baseline;white-space:pre-wrap">https://preflib.github.io/gaiw2022</span></a></p><ul style="margin-top:0px;margin-bottom:0px"><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(64,64,64);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.68;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Submission Deadline: February 13, 2022 (AoE).</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(64,64,64);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.68;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Acceptance Notification: March 20, 2022.</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(64,64,64);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.68;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Camera Ready: April 3, 2022 (AoE).</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(64,64,64);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.68;margin-top:0pt;margin-bottom:8pt;padding:0pt 0pt 5pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Workshop: May 9th or 10th, 2022 (TBA).</span></p></li></ul><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Call for Paper</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">:</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">We invite submissions to the 4th iteration of the Games, Agents and Incentives Workshop, co-located with AAMAS 2022.</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Games, Agents and Incentives is a confederated workshop which focuses on agents and incentives in AI.  In particular, it promotes approaches that deal with game theory (cooperative and non-cooperative), social choice, and agent-mediated e-commerce aspects of AI systems. The confederated workshop merges multiple workshops that have been associated with AAMAS in the past, which considered different aspects of the general interplay between AI and economics:</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">• CoopMAS: Cooperative Games in Multi-agent Systems</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">• AMEC:  Agent-Mediated Electronic Commerce</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">• EXPLORE: Exploring Beyond the Worst Case in Computational Social Choice</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Over the past two decades, the focus of agent incentives in decentralised and centralised AI systems has increased dramatically. These issues come up when designing preference aggregation mechanisms and markets; computing equilibria and bidding strategies; facilitating cooperation among agents; and fairly dividing resources.</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">**********************************************************</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">PAPER SUBMISSION</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">**********************************************************</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Authors should submit full papers electronically in PDF format at </span><a href="https://easychair.org/conferences/?conf=gaiw2022" style="text-decoration-line:none" target="_blank"><span style="font-size:11pt;font-family:Verdana;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;text-decoration-line:underline;vertical-align:baseline;white-space:pre-wrap">https://easychair.org/conferences/?conf=gaiw2022</span></a></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"> </span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Formatting Guidelines:</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"> Please format papers according to the AAMAS 2022 format (</span><a href="https://aamas2022-conference.auckland.ac.nz/files/2021/07/AAMAS-2022-Formatting-Instructions.zip" style="text-decoration-line:none" target="_blank"><span style="font-size:11pt;font-family:Verdana;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;text-decoration-line:underline;vertical-align:baseline;white-space:pre-wrap">author kit)</span></a><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">. Optionally, one may submit in LNCS format as well (LaTeX template).</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Paper Length:</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"> Papers can be at most </span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;text-decoration-line:underline;vertical-align:baseline;white-space:pre-wrap">8 pages</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"> long in </span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;text-decoration-line:underline;vertical-align:baseline;white-space:pre-wrap">AAMAS format</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">, or </span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;text-decoration-line:underline;vertical-align:baseline;white-space:pre-wrap">12 pages</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"> long in </span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;text-decoration-line:underline;vertical-align:baseline;white-space:pre-wrap">LNCS format</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">. Additional pages may be used for references.</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Supplemental material can be appended at the end of the paper. However, reviewers are instructed to make their evaluations based on the main submission, and are not obligated to consult the supplemental material.</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Multiple Submissions:</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"> To widen participation and encourage discussion, there will be no formal publication of workshop proceedings. We will, however, post the accepted papers online to the benefit of the participants to the workshop. Therefore, submission of preliminary work and papers to be submitted or in preparation for submission to other major venues in the field are encouraged.</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Past Submissions:</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"> In order to strike a balance between new work and work that may have been presented, but not widely seen, we ask that if authors want to submit published work they do so non-anonymously and clearly indicate when and where the work was published. We will only accept work which has been published in the last calendar year (e.g., IJCAI 2021, NeurIPS 2021, AAAI 2022, and any conference held after Feb. 2021).</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:9pt;padding:0pt 0pt 5pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">We invite papers on topics of game theory, mechanism design, fair allocation, computational social choice, and their applications to multi-agent systems:</span></p><ul style="margin-top:0px;margin-bottom:0px"><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Algorithmic mechanism design</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Auctions</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Behavioral Game Theory</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Bounded rationality</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Cooperative Games</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Computational advertising</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Computational aspects of equilibria</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Computational social choice</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Coalitions, coordination, collective action, and cooperation</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Economic aspects of security and privacy</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Economic aspects of distributed and network computing</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Equilibrium computation</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Empirical approaches to e-market</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Fairness (in ML & elsewhere)</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Fair Division</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Incentives in machine learning</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Information and attention economics</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Learning in games (e.g., solution concepts and equilibria)</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Matching and Matching Markets</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Negotiation</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Price differentiation and price dynamics</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Social networks</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Trading agent design and analysis </span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(20,20,18);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.38;margin-top:0pt;margin-bottom:18pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Uncertainty in AI and economics</span></p></li></ul><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">**********************************************************</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">IMPORTANT DATES </span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:9pt;padding:0pt 0pt 5pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">**********************************************************</span></p><ul style="margin-top:0px;margin-bottom:0px"><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(64,64,64);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.68;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Submission Deadline: February 13, 2022 (AoE).</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(64,64,64);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.68;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Acceptance Notification: March 20, 2022.</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(64,64,64);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.68;margin-top:0pt;margin-bottom:0pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Camera Ready: April 3, 2022 (AoE).</span></p></li><li dir="ltr" style="list-style-type:disc;font-size:11pt;font-family:Verdana;color:rgb(64,64,64);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap"><p dir="ltr" style="line-height:1.68;margin-top:0pt;margin-bottom:8pt;padding:0pt 0pt 5pt" role="presentation"><span style="font-size:11pt;background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Workshop: May 9th or 10th, 2022 (TBA).</span></p></li></ul><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">**********************************************************</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">ORGANIZATION</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">**********************************************************</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Program Chairs</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Ben Abramowitz</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">, Tulane University</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Sofia Ceppi</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">, Prowler.io</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">John P. Dickerson</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">, University of Maryland</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Hadi Hosseini</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">, Penn State University</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Omer Lev</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">, Ben-Gurion University</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:0pt;padding:0pt 0pt 9pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Nicholas Mattei</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">, Tulane University</span></p><p dir="ltr" style="line-height:1.68;margin-left:10pt;margin-top:0pt;margin-bottom:9pt;padding:0pt 0pt 5pt"><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-weight:700;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">Yair Zick</span><span style="font-size:11pt;font-family:Verdana;color:rgb(0,0,0);background-color:transparent;font-variant-numeric:normal;font-variant-east-asian:normal;vertical-align:baseline;white-space:pre-wrap">, University of Massachusetts, Amherst</span></p></span><br></div><div class="gmail_default" style="font-family:georgia,serif;font-size:small">Please contact the chairs (<b>Hadi Hosseini</b>: <a href="mailto:hhosseini@gmail.com" target="_blank">hhosseini@gmail.com</a>; <b>Omer Lev</b>: <a href="mailto:omeri.lev@gmail.com" target="_blank">omeri.lev@gmail.com</a>) if you have any questions.</div><div><br></div>-- <br><div dir="ltr" data-smartmail="gmail_signature"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><div dir="ltr"><font face="georgia, serif" color="#444444">Hadi Hosseini, Ph.D.</font></div><div dir="ltr"><font face="georgia, serif" color="#444444">Associate Director, Center for Artificial Intelligence Foundations and Engineered Systems<br>Assistant Professor, </font><span style="font-style:inherit;color:rgb(68,68,68);font-family:georgia,serif">College of Information Sciences and Technology</span></div><div><p style="margin:0in 0in 0.0001pt"><font face="georgia, serif" color="#444444"><span style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-stretch:inherit;line-height:inherit;vertical-align:baseline">Pennsylvania State University</span><span style="margin:0px;padding:0px;border:0px;font-style:inherit;font-variant:inherit;font-stretch:inherit;line-height:inherit;vertical-align:baseline"></span></font></p><p style="margin:0in 0in 0.0001pt"><span style="font-family:georgia,serif;font-style:inherit"><font color="#444444">University Park, PA</font></span></p><p style="margin:0in 0in 0.0001pt"><a href="https://faculty.ist.psu.edu/hadi/" target="_blank"><font face="georgia, serif">https://faculty.ist.psu.edu/hadi/</font></a><br></p></div></div></div></div></div></div></div></div></div></div>