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Learning Self-adaptations for IoT Networks: A Genetic Programming Approach (SEAMS 2022 - 17th Symposium on Software Engineering for Adaptive and Self-Managing Systems) - SEAMS 2022

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</span><span class="text-muted small"><span class="glyphicon glyphicon-home"></span> <a href="https://conf.researchr.org/home/seams-2022" class="navigate">SEAMS 2022</a> (<a href="https://conf.researchr.org/series/seams" class="navigate">series</a>) / </span><span class="text-muted small"><span class="glyphicon glyphicon-road"></span> <a href="https://conf.researchr.org/track/seams-2022/seams-2022-papers" class="navigate">17th Symposium on Software Engineering for Adaptive and Self-Managing Systems</a> / </span><h2>Learning Self-adaptations for IoT Networks: A Genetic Programming Approach<h5><span class="pull-right"><span class="output-badge"><span class="label-primary label">Research Paper</span></span></span></h5></h2></div><div class="row"><div class="col-sm-12"><div class="row" style="padding:4px 0px;"><label class="col-sm-2 control-label" style="text-align:right;">Who</label><div class="col-sm-10"><em><a href="https://conf.researchr.org/profile/seams-2022/jiali1" class="text-black navigate">Jia Li</a></em>, <em><a href="https://conf.researchr.org/profile/seams-2022/shivanejati" class="text-black navigate">Shiva Nejati</a></em>, <em><a href="https://conf.researchr.org/profile/seams-2022/mehrdadsabetzadeh" class="text-black navigate">Mehrdad Sabetzadeh</a></em></div></div><div class="row" style="padding:4px 0px;"><label class="col-sm-2 control-label" style="text-align:right;">Track</label><div class="col-sm-10"><a href="https://conf.researchr.org/track/seams-2022/seams-2022-papers" class="navigate">SEAMS 2022 SEAMS</a></div></div><script type="text/javascript">(function(){ var post_process_function = function(n){ var node=(n&&n.nodeType === 1)?n:document; $(node).find('.modal').on('shown.bs.modal', function() {if(gtag) { gtag( 'event', 'Show Details in Modal' , {'event_category': 'Event Information', 'event_label': '' + $(this).find('.modal-title').text() + ''} ) } } ) }; var original_post_process_func = ajax_post_process; ajax_post_process = function(){ 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data-utc-minute-offset="-360">(GMT-05:00) Central Time (US &amp; Canada)</option><option value="America/New_York" data-utc-minute-offset="-300">(GMT-04:00) Eastern Time (US &amp; Canada)</option><option value="America/Havana" data-utc-minute-offset="-300">(GMT-04:00) Cuba</option><option value="America/Bogota" data-utc-minute-offset="-300">(GMT-05:00) Bogota, Lima, Quito, Rio Branco</option><option value="America/Caracas" data-utc-minute-offset="-240">(GMT-04:00) Caracas</option><option value="America/Santiago" data-utc-minute-offset="-180">(GMT-04:00) Santiago</option><option value="America/La_Paz" data-utc-minute-offset="-240">(GMT-04:00) La Paz</option><option value="Atlantic/Stanley" data-utc-minute-offset="-180">(GMT-03:00) Faukland Islands</option><option value="America/Campo_Grande" data-utc-minute-offset="-240">(GMT-04:00) Manaus, Amazonas, Brazil</option><option value="America/Goose_Bay" data-utc-minute-offset="-240">(GMT-03:00) Atlantic Time (Goose Bay)</option><option value="America/Glace_Bay" data-utc-minute-offset="-240">(GMT-03:00) Atlantic Time (Canada)</option><option value="America/St_Johns" data-utc-minute-offset="-210">(GMT-02:30) Newfoundland</option><option value="America/Araguaina" data-utc-minute-offset="-180">(GMT-03:00) UTC-3</option><option value="America/Montevideo" data-utc-minute-offset="-180">(GMT-03:00) Montevideo</option><option value="America/Miquelon" data-utc-minute-offset="-180">(GMT-02:00) Miquelon, St. Pierre</option><option value="America/Godthab" data-utc-minute-offset="-180">(GMT-02:00) Greenland</option><option value="America/Argentina/Buenos_Aires" data-utc-minute-offset="-180">(GMT-03:00) Buenos Aires</option><option value="America/Sao_Paulo" data-utc-minute-offset="-180">(GMT-03:00) Brasilia, Distrito Federal, Brazil</option><option value="America/Noronha" data-utc-minute-offset="-120">(GMT-02:00) Mid-Atlantic</option><option value="Atlantic/Cape_Verde" data-utc-minute-offset="-60">(GMT-01:00) Cape Verde Is.</option><option value="Atlantic/Azores" data-utc-minute-offset="-60">(GMT) Azores</option><option value="Etc/UTC" data-utc-minute-offset="0">(UTC) Coordinated Universal Time</option><option value="Europe/Belfast" data-utc-minute-offset="0">(GMT+01:00) Belfast</option><option value="Europe/Dublin" data-utc-minute-offset="0">(GMT+01:00) Dublin</option><option value="Europe/Lisbon" data-utc-minute-offset="0">(GMT+01:00) Lisbon</option><option value="Europe/London" data-utc-minute-offset="0">(GMT+01:00) London</option><option value="Africa/Abidjan" data-utc-minute-offset="0">(GMT) Monrovia, Reykjavik</option><option value="Europe/Amsterdam" data-utc-minute-offset="60">(GMT+02:00) Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna</option><option value="Europe/Belgrade" data-utc-minute-offset="60">(GMT+02:00) Belgrade, Bratislava, Budapest, Ljubljana, Prague</option><option value="Europe/Brussels" data-utc-minute-offset="60">(GMT+02:00) Brussels, Copenhagen, Madrid, Paris</option><option value="Africa/Algiers" data-utc-minute-offset="60">(GMT+01:00) West Central Africa</option><option value="Africa/Windhoek" data-utc-minute-offset="120">(GMT+02:00) Windhoek</option><option value="Europe/Athens" data-utc-minute-offset="120">(GMT+03:00) Athens</option><option value="Asia/Beirut" data-utc-minute-offset="120">(GMT+03:00) Beirut</option><option value="Africa/Cairo" data-utc-minute-offset="120">(GMT+02:00) Cairo</option><option value="Asia/Gaza" data-utc-minute-offset="120">(GMT+03:00) Gaza</option><option value="Africa/Blantyre" data-utc-minute-offset="120">(GMT+02:00) Harare, Pretoria</option><option value="Asia/Jerusalem" data-utc-minute-offset="120">(GMT+03:00) Jerusalem</option><option value="Europe/Minsk" data-utc-minute-offset="180">(GMT+03:00) Minsk</option><option value="Asia/Damascus" data-utc-minute-offset="180">(GMT+03:00) Syria</option><option value="Europe/Moscow" data-utc-minute-offset="180">(GMT+03:00) Moscow, St. Petersburg, Volgograd</option><option value="Africa/Addis_Ababa" data-utc-minute-offset="180">(GMT+03:00) Nairobi</option><option value="Asia/Tehran" data-utc-minute-offset="210">(GMT+04:30) Tehran</option><option value="Asia/Dubai" data-utc-minute-offset="240">(GMT+04:00) Abu Dhabi, Muscat</option><option value="Asia/Yerevan" data-utc-minute-offset="240">(GMT+04:00) Yerevan</option><option value="Asia/Kabul" data-utc-minute-offset="270">(GMT+04:30) Kabul</option><option value="Asia/Yekaterinburg" data-utc-minute-offset="300">(GMT+05:00) Ekaterinburg</option><option value="Asia/Tashkent" data-utc-minute-offset="300">(GMT+05:00) Tashkent</option><option value="Asia/Kolkata" data-utc-minute-offset="330">(GMT+05:30) Chennai, Kolkata, Mumbai, New Delhi</option><option value="Asia/Katmandu" data-utc-minute-offset="345">(GMT+05:45) Kathmandu</option><option value="Asia/Dhaka" data-utc-minute-offset="360">(GMT+06:00) Astana, Dhaka</option><option value="Asia/Novosibirsk" data-utc-minute-offset="420">(GMT+07:00) Novosibirsk</option><option value="Asia/Rangoon" data-utc-minute-offset="390">(GMT+06:30) Yangon (Rangoon)</option><option value="Asia/Bangkok" data-utc-minute-offset="420">(GMT+07:00) Bangkok, Hanoi, Jakarta</option><option value="Asia/Krasnoyarsk" data-utc-minute-offset="420">(GMT+07:00) Krasnoyarsk</option><option value="Asia/Hong_Kong" data-utc-minute-offset="480">(GMT+08:00) Beijing, Chongqing, Hong Kong, Urumqi</option><option value="Asia/Irkutsk" data-utc-minute-offset="480">(GMT+08:00) Irkutsk, Ulaan Bataar</option><option value="Australia/Perth" data-utc-minute-offset="480">(GMT+08:00) Perth</option><option value="Australia/Eucla" data-utc-minute-offset="525">(GMT+08:45) Eucla</option><option value="Asia/Tokyo" data-utc-minute-offset="540">(GMT+09:00) Osaka, Sapporo, Tokyo</option><option value="Asia/Seoul" data-utc-minute-offset="540">(GMT+09:00) Seoul</option><option value="Asia/Yakutsk" data-utc-minute-offset="540">(GMT+09:00) Yakutsk</option><option value="Australia/Adelaide" data-utc-minute-offset="630">(GMT+09:30) Adelaide</option><option value="Australia/Darwin" data-utc-minute-offset="570">(GMT+09:30) Darwin</option><option value="Australia/Brisbane" data-utc-minute-offset="600">(GMT+10:00) Brisbane</option><option value="Australia/Hobart" data-utc-minute-offset="660">(GMT+10:00) Hobart</option><option value="Asia/Vladivostok" data-utc-minute-offset="600">(GMT+10:00) Vladivostok</option><option value="Australia/Lord_Howe" data-utc-minute-offset="660">(GMT+10:30) Lord Howe Island</option><option value="Etc/GMT-11" data-utc-minute-offset="660">(GMT+11:00) Solomon Is., New Caledonia</option><option value="Asia/Magadan" data-utc-minute-offset="660">(GMT+11:00) Magadan</option><option value="Pacific/Norfolk" data-utc-minute-offset="720">(GMT+11:00) Norfolk Island</option><option value="Asia/Anadyr" data-utc-minute-offset="720">(GMT+12:00) Anadyr, Kamchatka</option><option value="Pacific/Auckland" data-utc-minute-offset="780">(GMT+12:00) Auckland, Wellington</option><option value="Etc/GMT-12" data-utc-minute-offset="720">(GMT+12:00) Fiji, Kamchatka, Marshall Is.</option><option value="Pacific/Chatham" data-utc-minute-offset="825">(GMT+12:45) Chatham Islands</option><option value="Pacific/Tongatapu" data-utc-minute-offset="780">(GMT+13:00) Nuku'alofa</option><option value="Pacific/Kiritimati" data-utc-minute-offset="840">(GMT+14:00) Kiritimati</option></select><script type="text/javascript">var tzOffsetMin = new Date().getTimezoneOffset()*-1; var sel = document.getElementsByName('0e35d6393a8ba494aa0723dd51b6899c')[0] var opts = sel.options; for (var opt, j = 0; opt = opts[j]; j++) { if (opt.getAttribute('data-utc-minute-offset') == tzOffsetMin) { sel.selectedIndex = j; break; } } </script></div></div></div><br><span class="help-block"><small><span class="glyphicon glyphicon-info-sign"></span> The GMT offsets shown reflect the offsets <strong>at the moment of the conference</strong>.</small></span></div></div><div class="panel panel-default timeband-panel"><div class="panel-heading clearfix"><div class="panel-title">Time Band</div></div><div class="panel-body"><span class="help-block">By setting a time band, the program will dim events that are outside this time window. This is useful for (virtual) conferences with a continuous program (with repeated sessions).<br>The time band will also limit the events that are included in the personal iCalendar subscription service.</span><div class="row"><div class="col-sm-11 col-sm-offset-1"><label class="radio"><input type="radio" checked="checked" name="f1869fcfb40f29e9c9c46042f4fbda2c" value="false" onchange="if( ($(this).val() == 'true' &amp;&amp; this.checked) != $('#c2371058bcb9b31dd10e115e7f712708').is(':visible') ) { $('#c2371058bcb9b31dd10e115e7f712708').fadeToggle( 250 ); }"/><strong>Display full program</strong></label><label class="radio"><input type="radio" name="f1869fcfb40f29e9c9c46042f4fbda2c" value="true" onchange="if( ($(this).val() == 'true' &amp;&amp; this.checked) != $('#c2371058bcb9b31dd10e115e7f712708').is(':visible') ) { $('#c2371058bcb9b31dd10e115e7f712708').fadeToggle( 250 ); }"/>Specify a time band</label><div id="c2371058bcb9b31dd10e115e7f712708" style=" display: none;"><span class="input-group"><input name="a4e58ac1cd9cfb26fb62ecc29e600148" type="text" value="07:00" class="flatpickr inputDate form-control"/><script type="text/javascript">$("input:not(.flatpickr-input)[name=a4e58ac1cd9cfb26fb62ecc29e600148]").flatpickr({onOpen: function(dateObj, dateStr, instance){ if(dateStr == ''){ instance.jumpToDate( new Date() ); } }, allowInput: true, dateformat: 'H:i', altFormat: 'H:i' , altInput: true, time_24hr: true, noCalendar: true, enableTime : true}); </script><span class="input-group-addon"> - </span><input name="01ff55ee23f3ce1eb7d922f922eb09b1" type="text" value="19:00" class="flatpickr inputDate form-control"/><script type="text/javascript">$("input:not(.flatpickr-input)[name=01ff55ee23f3ce1eb7d922f922eb09b1]").flatpickr({onOpen: function(dateObj, dateStr, instance){ if(dateStr == ''){ instance.jumpToDate( new Date() ); } }, allowInput: true, dateformat: 'H:i', altFormat: 'H:i' , altInput: true, time_24hr: true, noCalendar: true, enableTime : true}); </script></span></div></div></div></div></div><div class="row form-group"><div class="col-sm-offset-2 col-sm-10"><button style="position: absolute; left: -9999px; width: 1px; height: 1px;" onclick='javascript:serverInvoke("https://conf.researchr.org/userProgramSettingsModalConferenceEdition","userProgramSettingsModalConferenceEdition_apply18ec3dfeeecb5c44c1e40a40983898869", [{"name":"context", "value":"seams-2022"},],"form11390898770538530f0e2bbdb67872b491120c5c8a7", this.nextSibling, true,"program-settings-modal"); return false;'></button><a submitid="userProgramSettingsModalConferenceEdition_apply18ec3dfeeecb5c44c1e40a40983898869" href="javascript:void(0)" onclick="javascript:loadImageElem=this;$(this.previousSibling).click()" class="btn btn-primary btn btn-default">Save</a></div></div></form></div><div class="modal-footer"><a href="#" data-dismiss="modal" class="btn btn-default"><span class="glyphicon glyphicon-remove"></span> Close</a></div></div></div></div></div><div class="program-container"><div class="row" style="padding:4px 0px;"><label class="col-sm-2 control-label" style="text-align:right;">When</label><div class="col-sm-10"><strong>Wed 18 May 2022 10:55 - 11:05 at <a href="https://conf.researchr.org/room/seams-2022/icse-2022-virtual-venue-seams-room" class="room-link navigate">SEAMS room</a></strong> - <a href="https://conf.researchr.org/track/seams-2022/seams-2022-papers#program" class="navigate">Learning</a> <small>Chair(s): <a href="https://conf.researchr.org/profile/seams-2022/ivanadusparic" target="_blank" class="navigate">Ivana Dusparic</a>, <a href="https://conf.researchr.org/profile/seams-2022/pooyanjamshidi" target="_blank" class="navigate">Pooyan Jamshidi</a></small></div></div></div><div class="row" style="padding:4px 0px;"><label class="col-sm-2 control-label" style="text-align:right;">Abstract</label><div class="col-sm-10"><p><a href="https://www.youtube.com/watch?v=IHxd7n6UX0s&amp;list=PLhP47lnaddnwMdUTq_KEsIyB8VvXeS3SR&amp;index=1&amp;ab_channel=lijia" rel="nofollow">Video</a></p> <p>Internet of Things (IoT) is a pivotal technology in application domains that require connectivity and interoperability between large numbers of devices. IoT systems predominantly use a software-defined network (SDN) architecture as their core communication backbone. This architecture offers several advantages, including the flexibility to make IoT networks self-adaptive through software programmability. In general, self-adaptation solutions need to periodically monitor, reason about, and adapt a running system. The adaptation step involves generating an adaptation strategy and applying it to the running system whenever an anomaly arises. In this paper, we argue that, rather than generating individual adaptation strategies, the goal should be to adapt the logic / code of the running system in such a way that the system itself would learn how to steer clear of future anomalies, without triggering self-adaptation too frequently. We instantiate and empirically assess this idea in the context of IoT networks. Specifically, using genetic programming (GP), we propose a self-adaptation solution that continuously learns and updates the control constructs in the data-forwarding logic of SDN-based IoT networks. Our evaluation, performed using open-source synthetic and industrial data, indicates that, compared to a baseline adaptation technique that attempts to generate individual adaptations, our GP-based approach is more effective in resolving network congestion, and further, reduces the frequency of adaptation interventions over time. In addition, we compare our approach against a standard data-forwarding algorithm from the network literature, demonstrating that our approach significantly reduces packet loss.</p></div></div><div class="row" style="padding:4px 0px;"><label class="col-sm-2 control-label" style="text-align:right;">Link to Preprint</label><div class="col-sm-10"><span class="glyphicon glyphicon-new-window"></span> <a href="http://arxiv.org/abs/2205.04352" target="_blank" class="navigate">http://arxiv.org/abs/2205.04352</a></div></div><div class="row" style="padding:4px 0px;"><label class="col-sm-2 control-label" style="text-align:right;"></label><div class="col-sm-10"><div class="row"><div class="col-sm-6 col-lg-4"><a href="https://conf.researchr.org/profile/seams-2022/jiali1" class="navigate"><div class="media"><span class="pull-left"><img alt="small-avatar" src="https://conf.researchr.org/getDefaultImage/small-avatar?1403689208000" class="outputimage media-object thumbnail no-bottom-margin"/></span><div class="media-body"><h5 class="media-heading">Jia Li<span class="pull-right"><small></small></span></h5><h5 class="media-heading"><span class="text-black">University of Ottawa</span></h5><h5 class="media-heading"><small>Canada</small></h5></div></div></a></div><div class="col-sm-6 col-lg-4"><a href="https://conf.researchr.org/profile/seams-2022/shivanejati" class="navigate"><div class="media"><span class="pull-left"><img alt="Shiva Nejati" src="https://conf.researchr.org/getProfileImage/shivanejati/dbd2946b-640b-45b1-bf9e-2d58c1d21807/small-avatar.jpg?1711460569000" class="outputimage media-object thumbnail no-bottom-margin"/></span><div class="media-body"><h5 class="media-heading">Shiva Nejati<span class="pull-right"><small></small></span></h5><h5 class="media-heading"><span class="text-black">University of Ottawa</span></h5><h5 class="media-heading"><small>Canada</small></h5></div></div></a></div><div class="col-sm-6 col-lg-4"><a href="https://conf.researchr.org/profile/seams-2022/mehrdadsabetzadeh" class="navigate"><div class="media"><span class="pull-left"><img alt="Mehrdad Sabetzadeh" src="https://conf.researchr.org/getProfileImage/mehrdadsabetzadeh/233156b8-3f7c-405e-83a6-783ba2cda53a/small-avatar.jpg?1712100979000" class="outputimage media-object thumbnail no-bottom-margin"/></span><div class="media-body"><h5 class="media-heading">Mehrdad Sabetzadeh<span class="pull-right"><small></small></span></h5><h5 class="media-heading"><span class="text-black">University of Ottawa</span></h5><h5 class="media-heading"><small>Canada</small></h5></div></div></a></div></div></div></div><div class="row" style="padding:4px 0px;"><label class="col-sm-2 control-label" style="text-align:right;">Learning Self-adaptations for IoT Networks: A Genetic Programming Approach</label><div class="col-sm-10"><div class="row"><div class="col-sm-8"><div class="embed-container"><iframe loading="lazy" width="560" height="315" src="//www.youtube-nocookie.com/embed/IHxd7n6UX0s?enablejsapi=1" frameborder="0" allowfullscreen ></iframe></div></div></div></div></div><script type="text/javascript">(function(){ var post_process_function = function(n){ var node=(n&&n.nodeType === 1)?n:document; $(node).find('.modal').on('shown.bs.modal', function() {if(gtag) { gtag( 'event', 'Show Details in Modal' , {'event_category': 'Event Information', 'event_label': '' + $(this).find('.modal-title').text() + ''} ) } } ) }; var original_post_process_func = ajax_post_process; ajax_post_process = function(){ original_post_process_func.apply(this,arguments); post_process_function.apply(this,arguments); }; $(document).ready( post_process_function ); })(); </script><div tabindex="-1" id="hidden-modal" class="modal"><div class="modal-dialog "><div class="modal-content"></div></div></div><div id="program-settings-modal" class="webdsl-placeholder"><div id="userProgramSettings" class="modal fade"><div class="modal-dialog "><div class="modal-content"><div class="modal-header"><a data-dismiss="modal" class="close"><span class="glyphicon glyphicon-remove"></span></a><h3>Program Display Configuration</h3></div><div class="modal-body"><form name="form11390898770538530f0e2bbdb67872b491120c5c8a7" id="form11390898770538530f0e2bbdb67872b491120c5c8a7" action="https://conf.researchr.org/userProgramSettingsModalConferenceEdition" accept-charset="UTF-8" method="POST" role="form" class="form-horizontal"><input type="hidden" name="form11390898770538530f0e2bbdb67872b491120c5c8a7" value="1" /><input type="hidden" name="context" value="seams-2022" /><div class="panel panel-default timezone-panel"><div class="panel-heading clearfix"><div class="panel-title">Time Zone</div></div><div class="panel-body"><span class="help-block">The program is currently displayed in <strong>(GMT-04:00) Eastern Time (US &amp; Canada)</strong>.</span><div class="row"><div class="col-sm-11 col-sm-offset-1"><label class="radio"><input type="radio" checked="checked" name="9659afaa126198132be460b106e35ccb" value="false" onchange="if( ($(this).val() == 'true' &amp;&amp; this.checked) != $('#cec04de0447905c49fb377c6d9693505').is(':visible') ) { $('#cec04de0447905c49fb377c6d9693505').fadeToggle( 250 ); }"/><strong>Use conference time zone: (GMT-04:00) Eastern Time (US &amp; Canada)</strong></label><label class="radio"><input type="radio" name="9659afaa126198132be460b106e35ccb" value="true" onchange="if( ($(this).val() == 'true' &amp;&amp; this.checked) != $('#cec04de0447905c49fb377c6d9693505').is(':visible') ) { $('#cec04de0447905c49fb377c6d9693505').fadeToggle( 250 ); }"/>Select other time zone</label><div id="cec04de0447905c49fb377c6d9693505" style=" display: none;"><select name="0e35d6393a8ba494aa0723dd51b6899c" class="select form-control"><option value="" selected="selected" data-utc-minute-offset="0"></option><option value="Etc/GMT+12" data-utc-minute-offset="-720">(GMT-12:00) AoE (Anywhere On Earth)</option><option value="Pacific/Midway" data-utc-minute-offset="-660">(GMT-11:00) Midway Island, Samoa</option><option value="America/Adak" data-utc-minute-offset="-600">(GMT-09:00) Hawaii-Aleutian</option><option value="Etc/GMT+10" data-utc-minute-offset="-600">(GMT-10:00) Hawaii</option><option value="Pacific/Marquesas" data-utc-minute-offset="-570">(GMT-09:30) Marquesas Islands</option><option value="Pacific/Gambier" data-utc-minute-offset="-540">(GMT-09:00) Gambier Islands</option><option value="America/Anchorage" data-utc-minute-offset="-540">(GMT-08:00) Alaska</option><option value="America/Ensenada" data-utc-minute-offset="-480">(GMT-07:00) Tijuana, Baja California</option><option value="Etc/GMT+8" data-utc-minute-offset="-480">(GMT-08:00) Pitcairn Islands</option><option value="America/Los_Angeles" data-utc-minute-offset="-480">(GMT-07:00) Pacific Time (US &amp; Canada)</option><option value="America/Denver" data-utc-minute-offset="-420">(GMT-06:00) Mountain Time (US &amp; Canada)</option><option value="America/Chihuahua" data-utc-minute-offset="-360">(GMT-06:00) Chihuahua, La Paz, Mazatlan</option><option value="America/Dawson_Creek" data-utc-minute-offset="-420">(GMT-07:00) Arizona</option><option value="America/Belize" data-utc-minute-offset="-360">(GMT-06:00) Saskatchewan, Central America</option><option value="America/Cancun" data-utc-minute-offset="-300">(GMT-05:00) Guadalajara, Mexico City, Monterrey</option><option value="Chile/EasterIsland" data-utc-minute-offset="-300">(GMT-06:00) Easter Island</option><option value="America/Chicago" data-utc-minute-offset="-360">(GMT-05:00) Central Time (US &amp; Canada)</option><option value="America/New_York" data-utc-minute-offset="-300">(GMT-04:00) Eastern Time (US &amp; Canada)</option><option value="America/Havana" data-utc-minute-offset="-300">(GMT-04:00) Cuba</option><option value="America/Bogota" data-utc-minute-offset="-300">(GMT-05:00) Bogota, Lima, Quito, Rio Branco</option><option value="America/Caracas" data-utc-minute-offset="-240">(GMT-04:00) Caracas</option><option value="America/Santiago" data-utc-minute-offset="-180">(GMT-04:00) Santiago</option><option value="America/La_Paz" data-utc-minute-offset="-240">(GMT-04:00) La Paz</option><option value="Atlantic/Stanley" data-utc-minute-offset="-180">(GMT-03:00) Faukland Islands</option><option value="America/Campo_Grande" data-utc-minute-offset="-240">(GMT-04:00) Manaus, Amazonas, Brazil</option><option value="America/Goose_Bay" data-utc-minute-offset="-240">(GMT-03:00) Atlantic Time (Goose Bay)</option><option value="America/Glace_Bay" data-utc-minute-offset="-240">(GMT-03:00) Atlantic Time (Canada)</option><option value="America/St_Johns" data-utc-minute-offset="-210">(GMT-02:30) Newfoundland</option><option value="America/Araguaina" data-utc-minute-offset="-180">(GMT-03:00) UTC-3</option><option value="America/Montevideo" data-utc-minute-offset="-180">(GMT-03:00) Montevideo</option><option value="America/Miquelon" data-utc-minute-offset="-180">(GMT-02:00) Miquelon, St. Pierre</option><option value="America/Godthab" data-utc-minute-offset="-180">(GMT-02:00) Greenland</option><option value="America/Argentina/Buenos_Aires" data-utc-minute-offset="-180">(GMT-03:00) Buenos Aires</option><option value="America/Sao_Paulo" data-utc-minute-offset="-180">(GMT-03:00) Brasilia, Distrito Federal, Brazil</option><option value="America/Noronha" data-utc-minute-offset="-120">(GMT-02:00) Mid-Atlantic</option><option value="Atlantic/Cape_Verde" data-utc-minute-offset="-60">(GMT-01:00) Cape Verde Is.</option><option value="Atlantic/Azores" data-utc-minute-offset="-60">(GMT) Azores</option><option value="Etc/UTC" data-utc-minute-offset="0">(UTC) Coordinated Universal Time</option><option value="Europe/Belfast" data-utc-minute-offset="0">(GMT+01:00) Belfast</option><option value="Europe/Dublin" data-utc-minute-offset="0">(GMT+01:00) Dublin</option><option value="Europe/Lisbon" data-utc-minute-offset="0">(GMT+01:00) Lisbon</option><option value="Europe/London" data-utc-minute-offset="0">(GMT+01:00) London</option><option value="Africa/Abidjan" data-utc-minute-offset="0">(GMT) Monrovia, Reykjavik</option><option value="Europe/Amsterdam" data-utc-minute-offset="60">(GMT+02:00) Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna</option><option value="Europe/Belgrade" data-utc-minute-offset="60">(GMT+02:00) Belgrade, Bratislava, Budapest, Ljubljana, Prague</option><option value="Europe/Brussels" data-utc-minute-offset="60">(GMT+02:00) Brussels, Copenhagen, Madrid, Paris</option><option value="Africa/Algiers" data-utc-minute-offset="60">(GMT+01:00) West Central Africa</option><option value="Africa/Windhoek" data-utc-minute-offset="120">(GMT+02:00) Windhoek</option><option value="Europe/Athens" data-utc-minute-offset="120">(GMT+03:00) Athens</option><option value="Asia/Beirut" data-utc-minute-offset="120">(GMT+03:00) Beirut</option><option value="Africa/Cairo" data-utc-minute-offset="120">(GMT+02:00) Cairo</option><option value="Asia/Gaza" data-utc-minute-offset="120">(GMT+03:00) Gaza</option><option value="Africa/Blantyre" data-utc-minute-offset="120">(GMT+02:00) Harare, Pretoria</option><option value="Asia/Jerusalem" data-utc-minute-offset="120">(GMT+03:00) Jerusalem</option><option value="Europe/Minsk" data-utc-minute-offset="180">(GMT+03:00) Minsk</option><option value="Asia/Damascus" data-utc-minute-offset="180">(GMT+03:00) Syria</option><option value="Europe/Moscow" data-utc-minute-offset="180">(GMT+03:00) Moscow, St. Petersburg, Volgograd</option><option value="Africa/Addis_Ababa" data-utc-minute-offset="180">(GMT+03:00) Nairobi</option><option value="Asia/Tehran" data-utc-minute-offset="210">(GMT+04:30) Tehran</option><option value="Asia/Dubai" data-utc-minute-offset="240">(GMT+04:00) Abu Dhabi, Muscat</option><option value="Asia/Yerevan" data-utc-minute-offset="240">(GMT+04:00) Yerevan</option><option value="Asia/Kabul" data-utc-minute-offset="270">(GMT+04:30) Kabul</option><option value="Asia/Yekaterinburg" data-utc-minute-offset="300">(GMT+05:00) Ekaterinburg</option><option value="Asia/Tashkent" data-utc-minute-offset="300">(GMT+05:00) Tashkent</option><option value="Asia/Kolkata" data-utc-minute-offset="330">(GMT+05:30) Chennai, Kolkata, Mumbai, New Delhi</option><option value="Asia/Katmandu" data-utc-minute-offset="345">(GMT+05:45) Kathmandu</option><option value="Asia/Dhaka" data-utc-minute-offset="360">(GMT+06:00) Astana, Dhaka</option><option value="Asia/Novosibirsk" data-utc-minute-offset="420">(GMT+07:00) Novosibirsk</option><option value="Asia/Rangoon" data-utc-minute-offset="390">(GMT+06:30) Yangon (Rangoon)</option><option value="Asia/Bangkok" data-utc-minute-offset="420">(GMT+07:00) Bangkok, Hanoi, Jakarta</option><option value="Asia/Krasnoyarsk" data-utc-minute-offset="420">(GMT+07:00) Krasnoyarsk</option><option value="Asia/Hong_Kong" data-utc-minute-offset="480">(GMT+08:00) Beijing, Chongqing, Hong Kong, Urumqi</option><option value="Asia/Irkutsk" data-utc-minute-offset="480">(GMT+08:00) Irkutsk, Ulaan Bataar</option><option value="Australia/Perth" data-utc-minute-offset="480">(GMT+08:00) Perth</option><option value="Australia/Eucla" data-utc-minute-offset="525">(GMT+08:45) Eucla</option><option value="Asia/Tokyo" data-utc-minute-offset="540">(GMT+09:00) Osaka, Sapporo, Tokyo</option><option value="Asia/Seoul" data-utc-minute-offset="540">(GMT+09:00) Seoul</option><option value="Asia/Yakutsk" data-utc-minute-offset="540">(GMT+09:00) Yakutsk</option><option value="Australia/Adelaide" data-utc-minute-offset="630">(GMT+09:30) Adelaide</option><option value="Australia/Darwin" data-utc-minute-offset="570">(GMT+09:30) Darwin</option><option value="Australia/Brisbane" data-utc-minute-offset="600">(GMT+10:00) Brisbane</option><option value="Australia/Hobart" data-utc-minute-offset="660">(GMT+10:00) Hobart</option><option value="Asia/Vladivostok" data-utc-minute-offset="600">(GMT+10:00) Vladivostok</option><option value="Australia/Lord_Howe" data-utc-minute-offset="660">(GMT+10:30) Lord Howe Island</option><option value="Etc/GMT-11" data-utc-minute-offset="660">(GMT+11:00) Solomon Is., New Caledonia</option><option value="Asia/Magadan" data-utc-minute-offset="660">(GMT+11:00) Magadan</option><option value="Pacific/Norfolk" data-utc-minute-offset="720">(GMT+11:00) Norfolk Island</option><option value="Asia/Anadyr" data-utc-minute-offset="720">(GMT+12:00) Anadyr, Kamchatka</option><option value="Pacific/Auckland" data-utc-minute-offset="780">(GMT+12:00) Auckland, Wellington</option><option value="Etc/GMT-12" data-utc-minute-offset="720">(GMT+12:00) Fiji, Kamchatka, Marshall Is.</option><option value="Pacific/Chatham" data-utc-minute-offset="825">(GMT+12:45) Chatham Islands</option><option value="Pacific/Tongatapu" data-utc-minute-offset="780">(GMT+13:00) Nuku'alofa</option><option value="Pacific/Kiritimati" data-utc-minute-offset="840">(GMT+14:00) Kiritimati</option></select><script type="text/javascript">var tzOffsetMin = new Date().getTimezoneOffset()*-1; var sel = document.getElementsByName('0e35d6393a8ba494aa0723dd51b6899c')[0] var opts = sel.options; for (var opt, j = 0; opt = opts[j]; j++) { if (opt.getAttribute('data-utc-minute-offset') == tzOffsetMin) { sel.selectedIndex = j; break; } } </script></div></div></div><br><span class="help-block"><small><span class="glyphicon glyphicon-info-sign"></span> The GMT offsets shown reflect the offsets <strong>at the moment of the conference</strong>.</small></span></div></div><div class="panel panel-default timeband-panel"><div class="panel-heading clearfix"><div class="panel-title">Time Band</div></div><div class="panel-body"><span class="help-block">By setting a time band, the program will dim events that are outside this time window. This is useful for (virtual) conferences with a continuous program (with repeated sessions).<br>The time band will also limit the events that are included in the personal iCalendar subscription service.</span><div class="row"><div class="col-sm-11 col-sm-offset-1"><label class="radio"><input type="radio" checked="checked" name="f1869fcfb40f29e9c9c46042f4fbda2c" value="false" onchange="if( ($(this).val() == 'true' &amp;&amp; this.checked) != $('#c2371058bcb9b31dd10e115e7f712708').is(':visible') ) { $('#c2371058bcb9b31dd10e115e7f712708').fadeToggle( 250 ); }"/><strong>Display full program</strong></label><label class="radio"><input type="radio" name="f1869fcfb40f29e9c9c46042f4fbda2c" value="true" onchange="if( ($(this).val() == 'true' &amp;&amp; this.checked) != $('#c2371058bcb9b31dd10e115e7f712708').is(':visible') ) { $('#c2371058bcb9b31dd10e115e7f712708').fadeToggle( 250 ); }"/>Specify a time band</label><div id="c2371058bcb9b31dd10e115e7f712708" style=" display: none;"><span class="input-group"><input name="a4e58ac1cd9cfb26fb62ecc29e600148" type="text" value="07:00" class="flatpickr inputDate form-control"/><script type="text/javascript">$("input:not(.flatpickr-input)[name=a4e58ac1cd9cfb26fb62ecc29e600148]").flatpickr({onOpen: function(dateObj, dateStr, instance){ if(dateStr == ''){ instance.jumpToDate( new Date() ); } }, allowInput: true, dateformat: 'H:i', altFormat: 'H:i' , altInput: true, time_24hr: true, noCalendar: true, enableTime : true}); </script><span class="input-group-addon"> - </span><input name="01ff55ee23f3ce1eb7d922f922eb09b1" type="text" value="19:00" class="flatpickr inputDate form-control"/><script type="text/javascript">$("input:not(.flatpickr-input)[name=01ff55ee23f3ce1eb7d922f922eb09b1]").flatpickr({onOpen: function(dateObj, dateStr, instance){ if(dateStr == ''){ instance.jumpToDate( new Date() ); } }, allowInput: true, dateformat: 'H:i', altFormat: 'H:i' , altInput: true, time_24hr: true, noCalendar: true, enableTime : true}); </script></span></div></div></div></div></div><div class="row form-group"><div class="col-sm-offset-2 col-sm-10"><button style="position: absolute; left: -9999px; width: 1px; height: 1px;" onclick='javascript:serverInvoke("https://conf.researchr.org/userProgramSettingsModalConferenceEdition","userProgramSettingsModalConferenceEdition_apply18ec3dfeeecb5c44c1e40a40983898869", [{"name":"context", "value":"seams-2022"},],"form11390898770538530f0e2bbdb67872b491120c5c8a7", this.nextSibling, true,"program-settings-modal"); return false;'></button><a submitid="userProgramSettingsModalConferenceEdition_apply18ec3dfeeecb5c44c1e40a40983898869" href="javascript:void(0)" onclick="javascript:loadImageElem=this;$(this.previousSibling).click()" class="btn btn-primary btn btn-default">Save</a></div></div></form></div><div class="modal-footer"><a href="#" data-dismiss="modal" class="btn btn-default"><span class="glyphicon glyphicon-remove"></span> Close</a></div></div></div></div></div><div class="program-container"><div class="row" style="padding:4px 0px;"><label class="col-sm-2 control-label" style="text-align:right;">Session Program</label><div class="col-sm-10"><div class="hidable day-wrapper"><h4 class="day-header sticky-top"><div><div>Wed 18 May</div><p></p><div class="time-zone-info"><small class="text-muted">Displayed time zone: <strong>Eastern Time (US &amp; Canada)</strong> <small class="control-time-zone"><a data-toggle="modal" href="#userProgramSettings">change</a></small></small></div></div></h4><div class="hidable band hour-10"><table data-facet-date="Wed 18 May 2022" data-facet-date-order="220518" data-facet-room="SEAMS room" class="table table-condensed session-table"><colgroup width="10px"/><colgroup width="100px"/><colgroup width="10px"/><colgroup width="100%"/><tr class="session-details"><td class="track-color c9"></td><td><div class="slot-label">10:45 - 12:15</div></td><td colspan="2"><div class="session-info-in-table">Learning<span class="pull-right"><a href="https://conf.researchr.org/track/seams-2022/seams-2022-papers" target="_blank" class="text-muted navigate"> SEAMS 2022</a></span> at <a href="https://conf.researchr.org/room/seams-2022/icse-2022-virtual-venue-seams-room" target="_blank" class="room-link navigate">SEAMS room</a> <a data-toggle="modal" href="#aci-9861083a-7c36-4e7e-86c0-e244b6c406ba"><span title="Information for Participants" class="label label-primary"><span class="glyphicon glyphicon-log-in"></span></span></a><br/> <small>Chair(s): <a href="https://conf.researchr.org/profile/seams-2022/ivanadusparic" target="_blank" class="navigate">Ivana Dusparic</a><span class="prog-aff"> Trinity College Dublin, Ireland</span>, <a href="https://conf.researchr.org/profile/seams-2022/pooyanjamshidi" target="_blank" class="navigate">Pooyan Jamshidi</a><span class="prog-aff"> University of South Carolina</span></small></div></td></tr><tr class="firefox-fix"><td></td><td></td><td></td><td></td></tr><tr data-slot-id="ea072f0c-a20e-4943-bae9-3d51c7e91cc6" class="hidable"><td class="track-color c9"></td><td class=" text-right"><div class="text-muted"><div class="start-time">10:45</div><strong>10m</strong></div><div class="event-type">Paper</div><span data-facet-track="SEAMS SEAMS"></span></td><td><span data-event-star="edd90e4e-f267-4184-a364-c09a7e195351" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><a href="#" data-event-modal="edd90e4e-f267-4184-a364-c09a7e195351">Lifelong Self-Adaptation: Self-Adaptation Meets Lifelong Machine Learning<span class="pull-right"><span title="Award for best paper given to papers with students as the primary author." data-facet-badge="Best Student Paper Award" class="output-badge" style="max-width:40px;"><span class="label-primary label">Best Student Paper Award</span></span></span><span class="pull-right"><span data-facet-badge="Research Paper" class="output-badge" style="max-width:40px;"><span class="label-primary label">Research Paper</span></span></span></a><div class="prog-track"> SEAMS 2022</div><div class="performers"><a href="https://conf.researchr.org/profile/seams-2022/omidgheibi1" class="navigate">Omid Gheibi</a><span class="prog-aff"> Katholieke Universiteit Leuven</span>, <a href="https://conf.researchr.org/profile/seams-2022/dannyweyns1" class="navigate">Danny Weyns</a><span class="prog-aff"> KU Leuven</span></div><a href="https://arxiv.org/pdf/2204.01834.pdf" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-link"></span> Pre-print</a></td></tr><tr data-slot-id="b6b49738-aa5e-4d43-9984-4854300b8270" class="hidable"><td class="track-color c9"></td><td class=" text-right"><div class="text-muted"><div class="start-time">10:55</div><strong>10m</strong></div><div class="event-type">Paper</div><span data-facet-track="SEAMS SEAMS"></span></td><td><span data-event-star="34f84eff-4d09-47bb-bcfc-3aad1207be86" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="34f84eff-4d09-47bb-bcfc-3aad1207be86">Learning Self-adaptations for IoT Networks: A Genetic Programming Approach<span class="pull-right"><span data-facet-badge="Research Paper" class="output-badge" style="max-width:40px;"><span class="label-primary label">Research Paper</span></span></span></a></strong><div class="prog-track"> SEAMS 2022</div><div class="performers"><a href="https://conf.researchr.org/profile/seams-2022/jiali1" class="navigate">Jia Li</a><span class="prog-aff"> University of Ottawa</span>, <a href="https://conf.researchr.org/profile/seams-2022/shivanejati" class="navigate">Shiva Nejati</a><span class="prog-aff"> University of Ottawa</span>, <a href="https://conf.researchr.org/profile/seams-2022/mehrdadsabetzadeh" class="navigate">Mehrdad Sabetzadeh</a><span class="prog-aff"> University of Ottawa</span></div><a href="http://arxiv.org/abs/2205.04352" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-link"></span> Pre-print</a><a href="https://conf.researchr.org/details/seams-2022/seams-2022-papers/3/Learning-Self-adaptations-for-IoT-Networks-A-Genetic-Programming-Approach" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-film"></span> Media Attached</a></td></tr><tr data-slot-id="f2fdae06-1667-4375-9dcd-b2fe643319d1" class="hidable"><td class="track-color c9"></td><td class=" text-right"><div class="text-muted"><div class="start-time">11:05</div><strong>10m</strong></div><div class="event-type">Paper</div><span data-facet-track="SEAMS SEAMS"></span></td><td><span data-event-star="5dad1456-424e-4516-8f70-0f15e38e28fa" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><a href="#" data-event-modal="5dad1456-424e-4516-8f70-0f15e38e28fa">Taming Model Uncertainty in Self-adaptive Systems Using Bayesian Model Averaging<span class="pull-right"><span data-facet-badge="Research Paper" class="output-badge" style="max-width:40px;"><span class="label-primary label">Research Paper</span></span></span></a><div class="prog-track"> SEAMS 2022</div><div class="performers"><a href="https://conf.researchr.org/profile/seams-2022/matteocamilli" class="navigate">Matteo Camilli</a><span class="prog-aff"> Free University of Bozen-Bolzano</span>, <a href="https://conf.researchr.org/profile/seams-2022/raffaelamirandola" class="navigate">Raffaela Mirandola</a><span class="prog-aff"> Politecnico di Milano</span>, <a href="https://conf.researchr.org/profile/seams-2022/patriziascandurra" class="navigate">Patrizia Scandurra</a><span class="prog-aff"> University of Bergamo, Italy</span></div><a href="https://drive.google.com/file/d/1NXEf3ODi3gKfn94odH7ViLp1zGtKiqp6/view?usp=sharing" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-link"></span> Pre-print</a></td></tr><tr data-slot-id="5b1ff708-b67f-4798-8cb9-c7b72c894e04" class="hidable"><td class="track-color c9"></td><td class=" text-right"><div class="text-muted"><div class="start-time">11:15</div><strong>5m</strong></div><div class="event-type">Paper</div><span data-facet-track="SEAMS SEAMS"></span></td><td><span data-event-star="fc3b4150-d35c-48f4-9c51-240855ad9baa" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><a href="#" data-event-modal="fc3b4150-d35c-48f4-9c51-240855ad9baa">Emergent Web Server: An Exemplar to Explore Online Learning in Compositional Self-Adaptive Systems<span class="pull-right"><span data-facet-badge="Artifact Paper" class="output-badge" style="max-width:40px;"><span class="label-primary label">Artifact Paper</span></span></span></a><div class="prog-track"> SEAMS 2022</div><div class="performers"><a href="https://conf.researchr.org/profile/seams-2022/robertorodriguesfilho" class="navigate">Roberto Rodrigues Filho</a><span class="prog-aff"> Federal University of Goi谩s</span>, <a href="https://conf.researchr.org/profile/seams-2022/elvinalberts" class="navigate">Elvin Alberts</a><span class="prog-aff"> </span>, <a href="https://conf.researchr.org/profile/seams-2022/iliasgerostathopoulos" class="navigate">Ilias Gerostathopoulos</a><span class="prog-aff"> Vrije Universiteit Amsterdam</span>, <a href="https://conf.researchr.org/profile/seams-2022/barryporter" class="navigate">Barry Porter</a><span class="prog-aff"> Lancaster University</span>, <a href="https://conf.researchr.org/profile/seams-2022/fabiocosta" class="navigate">Fabio Costa</a><span class="prog-aff"> </span></div><a href="https://robertovrf.github.io/pdfs/SEAMS22-preprint.pdf" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-link"></span> Pre-print</a></td></tr><tr data-slot-id="50803454-d21c-40f7-b484-2a5abf158953" class="hidable"><td class="track-color c9"></td><td class=" text-right"><div class="text-muted"><div class="start-time">11:20</div><strong>55m</strong></div><div class="event-type">Panel</div><span data-facet-track="SEAMS SEAMS"></span></td><td><span data-event-star="48848745-0094-4c55-954c-39a43385f81c" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><a href="#" data-event-modal="48848745-0094-4c55-954c-39a43385f81c">Discussion</a><div class="prog-track"> SEAMS 2022</div><br></td></tr></table></div></div><br><div class="panel panel-default"><div class="panel-heading clearfix"><div class="panel-title"><strong><span class="glyphicon glyphicon-log-in"></span> Information for Participants</strong></div></div><div class="panel-body"><div class="well well-sm"><strong>Wed 18 May 2022 10:45 - 12:15 at <a href="https://conf.researchr.org/room/seams-2022/icse-2022-virtual-venue-seams-room" class="room-link navigate">SEAMS room</a></strong> - <a href="https://conf.researchr.org/track/seams-2022/seams-2022-papers#program" class="navigate">Learning</a> <small>Chair(s): <a href="https://conf.researchr.org/profile/seams-2022/ivanadusparic" target="_blank" class="navigate">Ivana Dusparic</a>, <a href="https://conf.researchr.org/profile/seams-2022/pooyanjamshidi" target="_blank" class="navigate">Pooyan Jamshidi</a></small><div class="text-muted">Info for room <strong>SEAMS room</strong>: </div><blockquote class="info-participants"><p><a href="https://in.midspace.app/conference/icse2022/room/be2c8a0c-ab67-4ace-b516-82a5786baf01">Click here to go to the room on Midspace</a></p> </blockquote></div></div></div></div></div></div><div tabindex="-1" id="aci-9861083a-7c36-4e7e-86c0-e244b6c406ba" class="modal"><div class="modal-dialog "><div class="modal-content"><div class="modal-header"><a data-dismiss="modal" class="close"><span class="glyphicon glyphicon-remove"></span></a><h3>Information for Participants</h3></div><div class="modal-body"><div class="well well-sm"><strong>Wed 18 May 2022 10:45 - 12:15 at <a href="https://conf.researchr.org/room/seams-2022/icse-2022-virtual-venue-seams-room" class="room-link navigate">SEAMS room</a></strong> - <a href="https://conf.researchr.org/track/seams-2022/seams-2022-papers#program" class="navigate">Learning</a> <small>Chair(s): <a href="https://conf.researchr.org/profile/seams-2022/ivanadusparic" target="_blank" class="navigate">Ivana Dusparic</a>, <a href="https://conf.researchr.org/profile/seams-2022/pooyanjamshidi" target="_blank" class="navigate">Pooyan Jamshidi</a></small><div class="text-muted">Info for room <strong>SEAMS room</strong>: </div><blockquote class="info-participants"><p><a href="https://in.midspace.app/conference/icse2022/room/be2c8a0c-ab67-4ace-b516-82a5786baf01">Click here to go to the room on Midspace</a></p> </blockquote></div></div><div class="modal-footer"><a href="#" data-dismiss="modal" class="btn btn-default"><span class="glyphicon glyphicon-remove"></span> Close</a></div></div></div></div></div></div><div id="messages-placeholder" class="alert alert-warning" style="display:none;"><a data-dismiss="alert" class="close">x</a><em>Mon 25 Nov 15:28</em></div></div><div id="notifications-ph" class="webdsl-placeholder"></div><div id="event-modal-loader" class="webdsl-placeholder"><form name="form_131600131703c411e65b13378d08eb1f6672b5a0259" id="form_131600131703c411e65b13378d08eb1f6672b5a0259" action="https://conf.researchr.org/eventDetailsModalByAjaxConferenceEdition" accept-charset="UTF-8" method="POST" class="hidden"><input type="hidden" name="form_131600131703c411e65b13378d08eb1f6672b5a0259" value="1" /><input type="hidden" name="context" value="seams-2022" /><input name="ae03f7f6f951d515a297b161e922205d" type="text" value="" class="inputString form-control 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name="form_509860938088b48fd14544d4239b498a2cf339e02b" value="1" /><input type="hidden" name="context" value="seams-2022" /><input name="a0b55aa29cf9431a9461b359872014e3" type="text" value="" class="inputString form-control event-id-input"/><button style="position: absolute; left: -9999px; width: 1px; height: 1px;" onclick='javascript:serverInvoke("https://conf.researchr.org/eventStarByAjaxConferenceEdition","eventStarByAjaxConferenceEdition_ia0_88b48fd14544d4239b498a2cf339e02b", [{"name":"context", "value":"seams-2022"},],"form_509860938088b48fd14544d4239b498a2cf339e02b", this.nextSibling, false,"event-star-form"); return false;'></button><a submitid="eventStarByAjaxConferenceEdition_ia0_88b48fd14544d4239b498a2cf339e02b" href="javascript:void(0)" onclick="javascript:loadImageElem=this;$(this.previousSibling).click()" id="star-event-action"></a></form></div><div id="event-modals" class="webdsl-placeholder"></div><script type="text/javascript">(function(){ var post_process_function = 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href="https://conf.researchr.org/support/seams-2022" target="_blank" class="navigate"><span class="glyphicon glyphicon-question-sign"></span> Support page</a></small><br/><small></small></div><div class="col-sm-5"><div class="row"><div class="col-sm-6"><h4>Tracks</h4><a href="https://conf.researchr.org/track/seams-2022/seams-2022-papers" class="navigate"> SEAMS 2022</a></div><div class="col-sm-6"></div></div></div><div class="col-sm-2"><h4>Attending</h4><a href="https://conf.researchr.org/venue/seams-2022/icse-2022-physical-venue" class="navigate">Venue: David Lawrence Convention Center</a><br><a href="https://conf.researchr.org/venue/seams-2022/icse-2022-virtual-venue" class="navigate">Virtual: Midspace</a><br><a href="https://conf.researchr.org/attending/seams-2022/Attending-Virtually" class="navigate">Overview</a><br><a href="https://conf.researchr.org/attending/seams-2022/Overview" class="navigate">Attending Virtually</a><br><a href="https://conf.researchr.org/attending/seams-2022/attending-in-person" class="navigate">Attending In-Person</a><br><a href="https://conf.researchr.org/attending/seams-2022/registration" class="navigate">Registration</a><br><a href="https://conf.researchr.org/attending/seams-2022/code-of-conduct" class="navigate">Code of Conduct</a><br><a href="https://conf.researchr.org/attending/seams-2022/diversity-and-inclusion-plan" class="navigate">Diversity, Equity, and Inclusion</a><br><a href="https://conf.researchr.org/attending/seams-2022/travel-support" class="navigate">Travel Support</a><br><a href="https://conf.researchr.org/attending/seams-2022/social-events" class="navigate">Social Events</a><br><a href="https://conf.researchr.org/attending/seams-2022/sustainability" class="navigate">Sustainability</a></div><div class="col-sm-2"><a href="https://seamsconf.slack.com/">Slack</a> <br> <a href="https://twitter.com/SEAMSconf">Twitter</a> <br> <a 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