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<body lang="EN-GB" link="#0563C1" vlink="#954F72" style="word-wrap:break-word">
<div class="WordSection1">
<p class="MsoNormal"><b><span style="font-size:11.0pt;color:black">C-MAS2023: The First International Workshop on Citizen-Centric Multiagent Systems </span></b><span style="font-size:11.0pt;color:black"><o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black">(held during AAMAS 2023, London, 29<sup>th</sup><span class="apple-converted-space"> </span>or 30<sup>th</sup><span class="apple-converted-space"> </span>May 2023)<o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black">Webpage:<span class="apple-converted-space"> </span><a href="https://sites.google.com/view/cmas23" target="_blank" title="https://sites.google.com/view/cmas23"><span style="color:#0563C1">https://sites.google.com/view/cmas23</span></a> <o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black">Large-scale AI systems promise to address important societal challenges, such as decarbonising our energy system, transitioning to on-demand mobility or responding effectively to disasters. However, citizen end users
are often seen as peripheral to these systems, assumed to be passively providing data and consuming services. The goal of this workshop is to explore alternative approaches that treat citizen end users as first-class agents with diverse needs and preferences,
thus enabling more trustworthy, fairer and potentially more widely accepted sociotechnical solutions to pressing societal challenges. The workshop will draw on the substantial body of work within multi-agent systems on how to model, design and reason about
complex systems of interacting self-interested agents, which may include citizen end users, service providers, governmental bodies and other stakeholders. It will also build on emerging techniques from human-centred AI to promote fairness and to enable explainability. <o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black">More specifically, some of the key open technical issues in enabling citizen-centric multi-agent systems (C-MAS) include: <o:p></o:p></span></p>
<ul style="margin-top:0cm;caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l5 level1 lfo1"><span style="font-size:11.0pt">Preference Learning: How to learn the needs and preferences of citizens? How to do this with sparse observations and limited interactions? How to preserve user
privacy? How to aggregate preferences? <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l5 level1 lfo1"><span style="font-size:11.0pt">Incentive Design: How to minimise strategic behaviour and scope for manipulation by all stakeholders? How to offer incentives for behaviour change in a transparent
and socially acceptable manner? <o:p></o:p></span></li></ul>
<ul style="margin-top:0cm;caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l10 level1 lfo2"><span style="font-size:11.0pt">Fairness: How to ensure the C-MAS leads to fair and equitable decisions? How to monitor and minimise bias? How to trade off social, economic and environmental
objectives within a C-MAS? <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l10 level1 lfo2"><span style="font-size:11.0pt">Explainability and Feedback: How to explain decisions to citizens? How to involve all stakeholders in gathering feedback, co-designing and monitoring the operation
of a C-MAS? <o:p></o:p></span></li></ul>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black">The workshop is closely related to topics discussed at AAMAS, but with a focus on human-centred approaches. In particular, we encourage submissions using a wide range of MAS techniques, including (but not limited to): <o:p></o:p></span></p>
<ul style="margin-top:0cm;caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l4 level1 lfo3"><span style="font-size:11.0pt">Agent-based modelling and simulation <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l4 level1 lfo3"><span style="font-size:11.0pt">Game theory and mechanism design, including game-theoretical analysis of C-MAS <o:p></o:p></span></li></ul>
<ul style="margin-top:0cm;caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l8 level1 lfo4"><span style="font-size:11.0pt">Preference elicitation and negotiation, Preference aggregation and computational social choice <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l8 level1 lfo4"><span style="font-size:11.0pt">Formal methods and norms in C-MAS <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l8 level1 lfo4"><span style="font-size:11.0pt">Multiagent reinforcement learning (MARL) and interactive reinforcement learning <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l8 level1 lfo4"><span style="font-size:11.0pt">Human-in-the loop approaches, human-AI teaming <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l8 level1 lfo4"><span style="font-size:11.0pt">Novel deep learning approaches for single- and multi-agent systems <o:p></o:p></span></li></ul>
<ul style="margin-top:0cm;caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l0 level1 lfo5"><span style="font-size:11.0pt">Multi-objective optimisation (both quantitative and qualitative) for C-MAS <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l0 level1 lfo5"><span style="font-size:11.0pt">Evaluation of agents in the context of C-MAS <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l0 level1 lfo5"><span style="font-size:11.0pt">Cooperative exploration and learning to cooperate and collaborate in C-MAS <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l0 level1 lfo5"><span style="font-size:11.0pt">Learning trust and reputation for C-MAS <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l0 level1 lfo5"><span style="font-size:11.0pt">Scaling learning techniques to large systems of C-MAS <o:p></o:p></span></li></ul>
<ul style="margin-top:0cm;caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l2 level1 lfo6"><span style="font-size:11.0pt">Bio-inspired C-MAS <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l2 level1 lfo6"><span style="font-size:11.0pt">Explainable and responsible AI for C-MAS <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l2 level1 lfo6"><span style="font-size:11.0pt">Interdisciplinary approaches <o:p></o:p></span></li></ul>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black">We also encourage submissions that look at applications of C-MAS to complex real-world problems. These might include domains such as the following (but also many more): <o:p></o:p></span></p>
<ul style="margin-top:0cm;caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l9 level1 lfo7"><span style="font-size:11.0pt">Smart transportation in urban and rural areas <o:p></o:p></span></li></ul>
<ul style="margin-top:0cm;caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l7 level1 lfo8"><span style="font-size:11.0pt">Uses of AI systems in smart energy <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l7 level1 lfo8"><span style="font-size:11.0pt">Disaster response <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l7 level1 lfo8"><span style="font-size:11.0pt">AI in the healthcare domain <o:p></o:p></span></li></ul>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black">This workshop will be relevant for researchers, both in industry and academia, whose research affects and involves citizen end users. <o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<b><span style="font-size:11.0pt;color:black">Submission and important dates </span></b><span style="font-size:11.0pt;color:black"><o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<b><span style="font-size:11.0pt;color:black"> </span></b><span style="font-size:11.0pt;color:black"><o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<b><span style="font-size:11.0pt;color:black">How to submit a paper </span></b><span style="font-size:11.0pt;color:black"><o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black">Participants are invited to submit a short paper (4-6 pages, plus one page for references, Springer LNCS format) describing their work on one or more of the topics relevant to the workshop. Your paper should include
a title as well as all authors and affiliations. It should articulate the objectives of the paper and provide a brief, but thorough description of the research related to the theme of the workshop. We encourage both mature research and work in progress. Accepted
papers will be invited to submit a camera-ready version to be included in the open access pre-proceedings. All submissions to the workshop will be reviewed by the organising committee and the program committee, with at least two independent reviews per paper. <o:p></o:p></span></p>
<p class="MsoNormal" style="caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px">
<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">Authors are requested to prepare their submissions by following the<span class="apple-converted-space"> </span><a href="https://www.springer.com/gp/computer-science/lncs/conference-proceedings-guidelines" target="_blank" title="https://www.springer.com/gp/computer-science/lncs/conference-proceedings-guidelines"><span style="color:#0563C1">LNCS
Springer format</span></a>, preferably using the LaTeX template provided, but an MS Word template is also available. <o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">All papers must be submitted through the workshop's EasyChair page <br>
<a href="https://easychair.org/my/conference?conf=cmas23" target="_blank" title="https://easychair.org/my/conference?conf=cmas23"><span style="color:#0563C1">https://easychair.org/my/conference?conf=cmas23</span></a><span class="apple-converted-space"> </span> <br>
<o:p></o:p></span></p>
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<b><span style="font-size:11.0pt;color:black">Important dates: </span></b><span style="font-size:11.0pt;color:black"><o:p></o:p></span></p>
<ul style="margin-top:0cm;caret-color: rgb(0, 0, 0);font-variant-caps: normal;orphans: auto;text-align:start;widows: auto;-webkit-text-size-adjust: auto;-webkit-text-stroke-width: 0px;word-spacing:0px" type="disc">
<li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo9"><span style="font-size:11.0pt">30 January 2023: deadline for paper submissions <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo9"><span style="font-size:11.0pt">13 March 2023: Notification of acceptance following the review process <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo9"><span style="font-size:11.0pt">15 April 2023: Deadline for submitting camera-ready papers for inclusion in the pre-proceedings <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo9"><span style="font-size:11.0pt">29 or 30 May 2023: C-MAS workshop (in-person only) <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l1 level1 lfo9"><span style="font-size:11.0pt">Following the workshop: Invitation for full papers <o:p></o:p></span></li></ul>
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<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
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<b><span style="font-size:11.0pt;color:black">Proceedings and special issue </span></b><span style="font-size:11.0pt;color:black"><o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">All accepted short papers will be made available in the pre-proceedings. Please note that at least one author must register for the workshop in order for a paper to appear in the workshop’s pre-proceedings. After the
conference all presenters will be invited to submit a full paper for the C-MAS 2023 proceedings to appear as a special issue in a related journal (tbc). <o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">Webpage:<span class="apple-converted-space"> </span><a href="https://sites.google.com/view/cmas23" target="_blank" title="https://sites.google.com/view/cmas23"><span style="color:#0563C1">https://sites.google.com/view/cmas23</span></a> <o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">For more information, please contact<span class="apple-converted-space"> </span><a href="mailto:cmas23@soton.ac.uk" target="_blank" title="mailto:cmas23@soton.ac.uk"><span style="color:#0078D4">cmas23@soton.ac.uk</span></a>. <o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">Organisers: <o:p></o:p></span></p>
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<li class="MsoNormal" style="color:black;mso-list:l3 level1 lfo10"><span style="font-size:11.0pt">Behrad Koohy, University of Southampton <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l3 level1 lfo10"><span style="font-size:11.0pt">Kate Larson, University of Waterloo <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l3 level1 lfo10"><span style="font-size:11.0pt">Marija Slavkovik, University of Bergen <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l3 level1 lfo10"><span style="font-size:11.0pt">Natalia Criado, Universitat Politècnica de València <o:p></o:p></span></li><li class="MsoNormal" style="color:black;mso-list:l3 level1 lfo10"><span style="font-size:11.0pt">Sebastian Stein, University of Southampton <o:p></o:p></span></li></ul>
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<li class="MsoNormal" style="color:black;mso-list:l6 level1 lfo11"><span style="font-size:11.0pt">Vahid Yazdanpanah, University of Southampton <o:p></o:p></span></li></ul>
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<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black"> <o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">---<o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">Prof Sebastian Stein<o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black"><br>
Professor - Artificial Intelligence / Multi-Agent Systems<o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">Turing AI Fellow (Citizen-Centric AI –<span class="apple-converted-space"> </span><a href="https://ccais.ac.uk/" title="https://ccais.ac.uk/"><span style="color:#0563C1">ccais.ac.uk</span></a>)<o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black"><br>
University of Southampton, UK<br>
Electronics and Computer Science<br>
Building 32, Room 4023<br>
<br>
Tel: +44 (0) 23 8059 7645<o:p></o:p></span></p>
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<span style="font-size:11.0pt;color:black">Twitter: <a href="https://twitter.com/ProfSebStein" title="https://twitter.com/ProfSebStein"><span style="color:#0563C1">@ProfSebStein</span></a><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt"><o:p> </o:p></span></p>
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