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Briand / University of Ottawa &amp; University of Luxembourg Abstract Increasingly, many systems, including critical ones, rely on machine learning (ML) components to achieve autonomy or adaptiveness. Such components, having no specifications or source code, impact the way we develop but also verify such systems. This talk will report on experiences and lessons learned in applying search-based solutions to test and analyse such ML-enabled systems. Indeed, our results have shown that metaheur ...'>  <meta prefix='og: http://ogp.me/ns#' property='og:description' content='Applications of Search-based Software Testing to Trustworthy Artificial Intelligence Lionel C. Briand / University of Ottawa & University of Luxembourg Abstract Increasingly, many systems, including critical ones, rely on machine learning (ML) components to achieve autonomy or adaptiveness. Such components, having no specifications or source code, impact the way we develop but also verify such systems. 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class="pull-right small h1">SSBSE 2022</span></h1></div><div class="row"><div class="col-sm-12"><ul id="tab" class="nav nav-pills"><li><a href="#About" data-toggle="tab">About</a></li><li><a href="#program" data-toggle="tab">Program</a></li><li><a href="#event-overview" data-toggle="tab">About</a></li></ul><script type="text/javascript">(function(){ var post_process_function = function(n){ var node=(n&&n.nodeType === 1)?n:document; autoTabFunction(node); }; 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 class="tab-content"><div id="About" class="tab-pane "><h1><a href="#applications-of-search-based-software-testing-to-trustworthy-artificial-intelligence" id="applications-of-search-based-software-testing-to-trustworthy-artificial-intelligence" class="anchor-link">Applications of Search-based Software Testing to Trustworthy Artificial Intelligence</a></h1> <h3><a href="#lionel-c-briand-university-of-ottawa-university-of-luxembourg" id="lionel-c-briand-university-of-ottawa-university-of-luxembourg" class="anchor-link">Lionel C. Briand / University of Ottawa & University of Luxembourg</a></h3> <p><img src="https://conf.researchr.org/getImage/ssbse-2022/small/SNT_Portrait_Photo.jpeg" alt="Lionel C. Briand"></p> <h4><a href="#abstract" id="abstract" class="anchor-link">Abstract</a></h4> <p>Increasingly, many systems, including critical ones, rely on machine learning (ML) components to achieve autonomy or adaptiveness. Such components, having no specifications or source code, impact the way we develop but also verify such systems. This talk will report on experiences and lessons learned in applying search-based solutions to test and analyse such ML-enabled systems. Indeed, our results have shown that metaheuristic search plays a key role in enabling the effective test automation of ML models and the systems they are integrated into. Though other techniques are also required to achieve scalability and enable safety analysis, for example, the black-box nature of ML components naturally lends itself to search-based solutions.</p> <h4><a href="#bio" id="bio" class="anchor-link">Bio</a></h4> <p>Lionel C. Briand is a professor of software engineering and has shared appointments between (1) The University of Ottawa, Canada and (2) The SnT centre for Security, Reliability, and Trust, University of Luxembourg. In collaboration with colleagues, over 25 years, he has run many collaborative research projects with companies in the automotive, satellite, aerospace, energy, financial, and legal domains. Lionel was elevated to the grades of IEEE Fellow and ACM Fellow for his work on software testing and verification. He was granted the IEEE Computer Society Harlan Mills award, the ACM SIGSOFT outstanding research award, and the IEEE Reliability Society engineer-of-the-year award, respectively in 2012, 2022, and 2013. He received an ERC Advanced grant in 2016 — on the topic of modelling and testing cyber-physical systems — which is the most prestigious individual research award in the European Union. He currently holds a Canada Research Chair (Tier 1) on “Intelligent Software Dependability and Compliance”. His research interests include: software testing and verification, applications of AI in software engineering, model-driven software development, requirements engineering, and empirical software engineering.</p> <h1><a href="#genetic-improvement-of-software" id="genetic-improvement-of-software" class="anchor-link">Genetic Improvement of Software</a></h1> <h3><a href="#justyna-petke-university-college-london" id="justyna-petke-university-college-london" class="anchor-link">Justyna Petke / University College London</a></h3> <p><img src="https://conf.researchr.org/getImage/ssbse-2022/orig/JPetke.jpeg" alt="Justyna Petke"></p> <h4><a href="#abstract" id="abstract" class="anchor-link">Abstract</a></h4> <p>Genetic improvement uses computational search to improve existing software with respect to a user-defined objective function, while retaining some existing behaviour, usually captured by testing. Work on genetic improvement has already resulted in several awards. GI has been used, for instance, to automate the process of program repair, to speed up software for a particular domain, and to minimize memory and energy consumption. GI has also been used to transplant functionality from one software to another in an automated way. I will give an overview of the genetic improvement area and present key components of a GI framework.</p> <h4><a href="#bio" id="bio" class="anchor-link">Bio</a></h4> <p>Justyna Petke is a Principal Research Fellow and a Proleptic Associate Professor at the Centre for Research on Evolution, Search and Testing (CREST), located in the Department of Computer Science, University College London, UK. She is also a member of the Software Optimisation, Learning and Analytics Research (SOLAR) group at UCL. Her research focuses on Genetic Improvement, in particular use of search approaches to optimise software’s various properties, such as runtime and energy consumption, as well as to fix bugs and transplant new functionality. Her work on GI was awarded, among others, two SSBSE Challenge Track prizes, and two `Humies’, awarded for human-competitive results. She holds an EPSRC Early Career Fellowship on Automated Software Specialisation Using Genetic Improvement. Justyna was PC co-Chair of SSBSE 2017 and serves on the Editorial Board for the ASE, EMSE, GPEM and EAAI journals.</p> </div><div id="program" class="tab-pane "><div class="faceted-filtering"><div class="row date-facets"><div class="col-sm-1"><strong>Dates</strong></div><div class="col-sm-11"><div data-facet-type="date" class="facet-placeholder"></div></div></div><div class="row track-facets"><div class="col-sm-1"><strong>Tracks</strong></div><div class="col-sm-11"><div data-facet-type="track" class="facet-placeholder"></div><script type="text/javascript">$(function(){ addInitialFilter( 'track', 'SSBSE Keynotes') });</script></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); }; $(document).ready( post_process_function ); })(); </script><div tabindex="-1" id="hidden-modal" class="modal"><div class="modal-dialog "><div class="modal-content"></div></div></div><div id="program-settings-modal" class="webdsl-placeholder"><div id="userProgramSettings" class="modal fade"><div class="modal-dialog "><div class="modal-content"><div class="modal-header"><a data-dismiss="modal" class="close"><span class="glyphicon glyphicon-remove"></span></a><h3>Program Display Configuration</h3></div><div class="modal-body"><form name="form11390898770538530f0e2bbdb67872b491120c5c8a7" id="form11390898770538530f0e2bbdb67872b491120c5c8a7" action="https://conf.researchr.org/userProgramSettingsModalConferenceEdition" accept-charset="UTF-8" method="POST" role="form" class="form-horizontal"><input type="hidden" name="form11390898770538530f0e2bbdb67872b491120c5c8a7" value="1" /><input type="hidden" name="context" value="ssbse-2022" /><div class="panel panel-default timezone-panel"><div class="panel-heading clearfix"><div class="panel-title">Time Zone</div></div><div class="panel-body"><span class="help-block">The program is currently displayed in <strong>(GMT+08:00) Beijing, Chongqing, Hong Kong, Urumqi</strong>.</span><div class="row"><div class="col-sm-11 col-sm-offset-1"><label class="radio"><input type="radio" checked="checked" name="9659afaa126198132be460b106e35ccb" value="false" onchange="if( ($(this).val() == 'true' && this.checked) != $('#cec04de0447905c49fb377c6d9693505').is(':visible') ) { $('#cec04de0447905c49fb377c6d9693505').fadeToggle( 250 ); }"/><strong>Use conference time zone: (GMT+08:00) Beijing, Chongqing, Hong Kong, Urumqi</strong></label><label class="radio"><input type="radio" name="9659afaa126198132be460b106e35ccb" value="true" onchange="if( ($(this).val() == 'true' && 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-10:00) 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-09:00) Alaska</option><option value="America/Ensenada" data-utc-minute-offset="-480">(GMT-08:00) 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-08:00) Pacific Time (US & Canada)</option><option value="America/Denver" data-utc-minute-offset="-420">(GMT-07:00) Mountain Time (US & 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-05:00) Easter Island</option><option value="America/Chicago" data-utc-minute-offset="-360">(GMT-06:00) Central Time (US & Canada)</option><option value="America/New_York" data-utc-minute-offset="-300">(GMT-05:00) Eastern Time (US & Canada)</option><option value="America/Havana" data-utc-minute-offset="-300">(GMT-05:00) 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-03:00) 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-04:00) Atlantic Time (Goose Bay)</option><option value="America/Glace_Bay" data-utc-minute-offset="-240">(GMT-04:00) Atlantic Time (Canada)</option><option value="America/St_Johns" data-utc-minute-offset="-210">(GMT-03:30) 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-03:00) Miquelon, St. Pierre</option><option value="America/Godthab" data-utc-minute-offset="-180">(GMT-03:00) 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-01:00) 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) Belfast</option><option value="Europe/Dublin" data-utc-minute-offset="0">(GMT) Dublin</option><option value="Europe/Lisbon" data-utc-minute-offset="0">(GMT) Lisbon</option><option value="Europe/London" data-utc-minute-offset="0">(GMT) 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+01:00) Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna</option><option value="Europe/Belgrade" data-utc-minute-offset="60">(GMT+01:00) Belgrade, Bratislava, Budapest, Ljubljana, Prague</option><option value="Europe/Brussels" data-utc-minute-offset="60">(GMT+01:00) 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+02:00) Athens</option><option value="Asia/Beirut" data-utc-minute-offset="120">(GMT+02:00) 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+02:00) 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+02:00) 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+03:30) 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+10:30) 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+11:00) 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+11:00) 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+12:00) 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+13:00) 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+13:45) 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' && 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' && 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">$("input:not(.flatpickr-input)[name=01ff55ee23f3ce1eb7d922f922eb09b1]").flatpickr({onOpen: function(dateObj, dateStr, instance){ if(dateStr == ''){ instance.jumpToDate( new Date() ); } }, allowInput: true, dateformat: 'H:i', altFormat: 'H:i' , altInput: true, time_24hr: true, noCalendar: true, enableTime : true}); </script></span></div></div></div></div></div><div class="row form-group"><div class="col-sm-offset-2 col-sm-10"><button style="position: absolute; left: -9999px; width: 1px; height: 1px;" onclick='javascript:serverInvoke("https://conf.researchr.org/userProgramSettingsModalConferenceEdition","userProgramSettingsModalConferenceEdition_apply18ec3dfeeecb5c44c1e40a40983898869", [{"name":"context", "value":"ssbse-2022"},],"form11390898770538530f0e2bbdb67872b491120c5c8a7", this.nextSibling, true,"program-settings-modal"); return false;'></button><a submitid="userProgramSettingsModalConferenceEdition_apply18ec3dfeeecb5c44c1e40a40983898869" href="javascript:void(0)" onclick="javascript:loadImageElem=this;$(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="time-zone-warning text-muted hide-in-print"><div class="alert alert-dismissible alert-info"><button type="button" data-dismiss="alert" aria-label="Close" class="close"><span aria-hidden="true">×</span></button><span class="glyphicon glyphicon-info-sign"></span> You're viewing the program in a time zone which is different from your device's time zone <small class="control-time-zone"><a data-toggle="modal" href="#userProgramSettings">change time zone</a></small></div></div><div class="tz-floating-link"><small class="control-time-zone"><a data-toggle="modal" href="#userProgramSettings" title="Change Program Display Configuration" class="btn btn-xs btn-info"><span class="glyphicon glyphicon-wrench"></span> <span class="glyphicon glyphicon-time"></span></a></small></div><script type="text/javascript">var tzOffsetMin = new Date().getTimezoneOffset()*-1; if(tzOffsetMin != 480){ $('.time-zone-warning').toggleClass('visible'); window.displayUserProgamSettingsOnce = true; } </script><div class="hidable day-wrapper"><h4 class="day-header sticky-top"><div><div>Thu 17 Nov</div><p></p><div class="time-zone-info"><small class="text-muted">Displayed time zone: <strong>Beijing, Chongqing, Hong Kong, Urumqi</strong> <small class="control-time-zone"><a data-toggle="modal" href="#userProgramSettings">change</a></small></small></div></div></h4><div class="hidable band hour-9"><table data-facet-date="Thu 17 Nov 2022" data-facet-date-order="221117" data-facet-room="ERC SR 9" data-facet-plenary="Hide plenary sessions" 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 c13"></td><td><div class="slot-label">09:00 - 10:30</div></td><td colspan="2"><div class="session-info-in-table">Plenary + Keynote 1<span class="pull-right"><a href="https://conf.researchr.org/track/ssbse-2022/ssbse-2022-keynotes" target="_blank" class="text-muted navigate">Keynotes</a></span> at <a href="https://conf.researchr.org/room/ssbse-2022/fse-2022-venue-erc-sr-9" target="_blank" class="room-link navigate">ERC SR 9</a><br/> <small>Chair(s): <a href="https://conf.researchr.org/profile/ssbse-2022/mikepapadakis" target="_blank" class="navigate">Mike Papadakis</a><span class="prog-aff"> University of Luxembourg, Luxembourg</span></small></div></td></tr><tr class="firefox-fix"><td></td><td></td><td></td><td></td></tr><tr data-slot-id="6f6f621e-d956-42be-8d96-cfbdfc9a9798" class="hidable"><td class="track-color c17"></td><td class=" text-right"><div class="text-muted"><div class="start-time">09:00</div><strong>90m</strong></div><div class="event-type">Keynote</div><span data-facet-track="SSBSE Keynotes"></span></td><td><span data-event-star="9d21d322-e4e2-4c15-b521-4e52701effca" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="9d21d322-e4e2-4c15-b521-4e52701effca">Applications of Search-based Software Testing to Trustworthy Artificial Intelligence</a></strong><div class="prog-track">Keynotes</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/lionelbriand" class="navigate">Lionel Briand</a><span class="prog-aff"> University of Luxembourg; University of Ottawa</span></div><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-keynotes/1/Applications-of-Search-based-Software-Testing-to-Trustworthy-Artificial-Intelligence" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-film"></span> Media Attached</a></td></tr></table></div><div class="hidable band hour-11"><table data-facet-date="Thu 17 Nov 2022" data-facet-date-order="221117" data-facet-room="ERC SR 9" class="table table-condensed session-table blended-session"><colgroup width="10px"/><colgroup width="100px"/><colgroup width="10px"/><colgroup width="100%"/><tr class="session-details"><td class="track-color c13"></td><td><div class="slot-label">11:00 - 12:30</div></td><td colspan="2"><div class="session-info-in-table">Session 1<span class="pull-right"><a href="https://conf.researchr.org/track/ssbse-2022/ssbse-2022-papers" target="_blank" class="text-muted navigate">Research Papers</a> / <a href="https://conf.researchr.org/track/ssbse-2022/ssbse-2022-rene---nier" target="_blank" class="text-muted navigate">RENE / NIER</a></span> at <a href="https://conf.researchr.org/room/ssbse-2022/fse-2022-venue-erc-sr-9" target="_blank" class="room-link navigate">ERC SR 9</a><br/> <small>Chair(s): <a href="https://conf.researchr.org/profile/ssbse-2022/ezekielsoremekun" target="_blank" class="navigate">Ezekiel Soremekun</a><span class="prog-aff"> SnT, University of Luxembourg</span></small></div></td></tr><tr class="firefox-fix"><td></td><td></td><td></td><td></td></tr><tr data-slot-id="13e4c651-d476-4051-a4fe-b187670b7ecf" class="hidable"><td class="track-color c13"></td><td class=" text-right"><div class="text-muted"><div class="start-time">11:00</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE Research Papers"></span></td><td><span data-event-star="e399a0f4-e78e-40cb-9d88-7e082fc317d5" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="e399a0f4-e78e-40cb-9d88-7e082fc317d5">Guess What: Test Case Generation for Javascript with Unsupervised Probabilistic Type Inference</a></strong><div class="prog-track">Research Papers</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/dimitristallenberg" class="navigate">Dimitri Stallenberg</a><span class="prog-aff"> Delft University of Technology</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/mitchellolsthoorn" class="navigate">Mitchell Olsthoorn</a><span class="prog-aff"> Delft University of Technology</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/annibalepanichella" class="navigate">Annibale Panichella</a><span class="prog-aff"> Delft University of Technology</span></div><a href="https://research.tudelft.nl/en/publications/guess-what-test-case-generation-for-javascript-with-unsupervised-" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-link"></span> Pre-print</a><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-papers/5/Guess-What-Test-Case-Generation-for-Javascript-with-Unsupervised-Probabilistic-Type-" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-film"></span> Media Attached</a><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-papers/5/Guess-What-Test-Case-Generation-for-Javascript-with-Unsupervised-Probabilistic-Type-" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-paperclip"></span> File Attached</a></td></tr><tr data-slot-id="4c4deac0-6a0c-48ad-8d69-fa8446e074b1" class="hidable"><td class="track-color c13"></td><td class=" text-right"><div class="text-muted"><div class="start-time">11:30</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE Research Papers"></span></td><td><span data-event-star="21c3c355-d575-4dd9-b004-f2808d65e787" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="21c3c355-d575-4dd9-b004-f2808d65e787">Improving Search-based Android Test Generation using Surrogate Models</a></strong><div class="prog-track">Research Papers</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/michaelauer" class="navigate">Michael Auer</a><span class="prog-aff"> University of Passau</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/felixadler" class="navigate">Felix Adler</a><span class="prog-aff"> University of Passau</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/gordonfraser" class="navigate">Gordon Fraser</a><span class="prog-aff"> University of Passau</span></div><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-papers/4/Improving-Search-based-Android-Test-Generation-using-Surrogate-Models" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-film"></span> Media Attached</a><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-papers/4/Improving-Search-based-Android-Test-Generation-using-Surrogate-Models" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-paperclip"></span> File Attached</a></td></tr><tr data-slot-id="c6bb777b-cf19-4e4f-9487-e6185d9f17b7" class="hidable"><td class="track-color c15"></td><td class=" text-right"><div class="text-muted"><div class="start-time">12:00</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE RENE / NIER"></span></td><td><span data-event-star="ba452036-0af9-4f85-8512-9dc27137289b" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="ba452036-0af9-4f85-8512-9dc27137289b">Applying Combinatorial Testing to Verification-Based Fairness Testing</a></strong><div class="prog-track">RENE / NIER</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/takashikitamura" class="navigate">Takashi Kitamura</a><span class="prog-aff"> </span>, <a href="https://conf.researchr.org/profile/ssbse-2022/zhenjiangzhao" class="navigate">Zhenjiang Zhao</a><span class="prog-aff"> Graduate School of Informatics and Engineering, University of Electro-Communications, Tokyo, Japan</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/takahisatoda" class="navigate">Takahisa Toda</a><span class="prog-aff"> The University of Electro-Communications</span></div></td></tr></table></div><div class="hidable band hour-14"><table data-facet-date="Thu 17 Nov 2022" data-facet-date-order="221117" data-facet-room="ERC SR 9" class="table table-condensed session-table blended-session"><colgroup width="10px"/><colgroup width="100px"/><colgroup width="10px"/><colgroup width="100%"/><tr class="session-details"><td class="track-color c13"></td><td><div class="slot-label">14:00 - 15:30</div></td><td colspan="2"><div class="session-info-in-table">Session 2<span class="pull-right"><a href="https://conf.researchr.org/track/ssbse-2022/ssbse-2022-papers" target="_blank" class="text-muted navigate">Research Papers</a> / <a href="https://conf.researchr.org/track/ssbse-2022/ssbse-2022-challenge" target="_blank" class="text-muted navigate">Challenge Track</a></span> at <a href="https://conf.researchr.org/room/ssbse-2022/fse-2022-venue-erc-sr-9" target="_blank" class="room-link navigate">ERC SR 9</a><br/> <small>Chair(s): <a href="https://conf.researchr.org/profile/ssbse-2022/renzodegiovanni" target="_blank" class="navigate">Renzo Degiovanni</a><span class="prog-aff"> SnT, University of Luxembourg</span></small></div></td></tr><tr class="firefox-fix"><td></td><td></td><td></td><td></td></tr><tr data-slot-id="9d4c37f9-7136-4beb-8f41-611d8e240095" class="hidable"><td class="track-color c13"></td><td class=" text-right"><div class="text-muted"><div class="start-time">14:00</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE Research Papers"></span></td><td><span data-event-star="1a718edf-d964-451b-a050-9790b021841f" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="1a718edf-d964-451b-a050-9790b021841f">An Empirical Comparison of EvoSuite and DSpot for Improving Developer-Written Test Suites with Respect to Mutation Score</a></strong><div class="prog-track">Research Papers</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/muhammadfirhardroslan" class="navigate">Muhammad Firhard Roslan</a><span class="prog-aff"> University of Sheffield</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/josemiguelrojas" class="navigate">José Miguel Rojas</a><span class="prog-aff"> The University of Sheffield</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/philmcminn" class="navigate">Phil McMinn</a><span class="prog-aff"> University of Sheffield</span></div><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-papers/2/An-Empirical-Comparison-of-EvoSuite-and-DSpot-for-Improving-Developer-Written-Test-Su" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-film"></span> Media Attached</a><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-papers/2/An-Empirical-Comparison-of-EvoSuite-and-DSpot-for-Improving-Developer-Written-Test-Su" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-paperclip"></span> File Attached</a></td></tr><tr data-slot-id="2a10a8ce-4070-4f0d-a327-8ef8966b76b2" class="hidable"><td class="track-color c13"></td><td class=" text-right"><div class="text-muted"><div class="start-time">14:30</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE Research Papers"></span></td><td><span data-event-star="717dbddc-4f02-4a8e-93f8-a7533ec15f39" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="717dbddc-4f02-4a8e-93f8-a7533ec15f39">Efficient Fairness Testing through Hash-Based Sampling</a></strong><div class="prog-track">Research Papers</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/zhenjiangzhao" class="navigate">Zhenjiang Zhao</a><span class="prog-aff"> Graduate School of Informatics and Engineering, University of Electro-Communications, Tokyo, Japan</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/takahisatoda" class="navigate">Takahisa Toda</a><span class="prog-aff"> The University of Electro-Communications</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/takashikitamura1" class="navigate">Takashi Kitamura</a><span class="prog-aff"> </span></div><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-papers/3/Efficient-Fairness-Testing-through-Hash-Based-Sampling" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-film"></span> Media Attached</a><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-papers/3/Efficient-Fairness-Testing-through-Hash-Based-Sampling" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-paperclip"></span> File Attached</a></td></tr><tr data-slot-id="e0aa8b1e-5063-4124-b034-de15199a8843" class="hidable"><td class="track-color c16"></td><td class=" text-right"><div class="text-muted"><div class="start-time">15:00</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE Challenge Track"></span></td><td><span data-event-star="0eaa5dcb-251b-471a-8be6-ae0bb2732868" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="0eaa5dcb-251b-471a-8be6-ae0bb2732868">Multi-Objective Genetic Improvement: A Case Study with EvoSuite</a></strong><div class="prog-track">Challenge Track</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/jamescallan" class="navigate">James Callan</a><span class="prog-aff"> UCL</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/justynapetke" class="navigate">Justyna Petke</a><span class="prog-aff"> University College London</span></div></td></tr></table></div><div class="hidable band hour-16"><table data-facet-date="Thu 17 Nov 2022" data-facet-date-order="221117" data-facet-room="ERC SR 9" 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 c13"></td><td><div class="slot-label">16:00 - 17:30</div></td><td colspan="2"><div class="session-info-in-table">Session 3<span class="pull-right"><a href="https://conf.researchr.org/track/ssbse-2022/ssbse-2022-papers" target="_blank" class="text-muted navigate">Research Papers</a></span> at <a href="https://conf.researchr.org/room/ssbse-2022/fse-2022-venue-erc-sr-9" target="_blank" class="room-link navigate">ERC SR 9</a><br/> <small>Chair(s): <a href="https://conf.researchr.org/profile/ssbse-2022/mitchellolsthoorn" target="_blank" class="navigate">Mitchell Olsthoorn</a><span class="prog-aff"> Delft University of Technology</span></small></div></td></tr><tr class="firefox-fix"><td></td><td></td><td></td><td></td></tr><tr data-slot-id="f748c94f-ac5c-4588-9529-7bda62490daa" class="hidable"><td class="track-color c13"></td><td class=" text-right"><div class="text-muted"><div class="start-time">16:00</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE Research Papers"></span></td><td><span data-event-star="e221a0a4-29a5-4c6d-8f29-370cd0ee1772" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="e221a0a4-29a5-4c6d-8f29-370cd0ee1772">EvoAttack: An Evolutionary Search-based Adversarial Attack for Object Detection Models</a></strong><div class="prog-track">Research Papers</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/kennethchan" class="navigate">Kenneth Chan</a><span class="prog-aff"> Michigan State University</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/bettyhccheng" class="navigate">Betty H.C. Cheng</a><span class="prog-aff"> Michigan State University</span></div><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-papers/6/EvoAttack-An-Evolutionary-Search-based-Adversarial-Attack-for-Object-Detection-Model" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-film"></span> Media Attached</a><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-papers/6/EvoAttack-An-Evolutionary-Search-based-Adversarial-Attack-for-Object-Detection-Model" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-paperclip"></span> File Attached</a></td></tr><tr data-slot-id="c877b788-e5a7-4ad9-b516-992bc8a9a909" class="hidable"><td class="track-color c13"></td><td class=" text-right"><div class="text-muted"><div class="start-time">16:30</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE Research Papers"></span></td><td><span data-event-star="560b420f-32b8-47a8-98f1-e1f00a032aa7" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="560b420f-32b8-47a8-98f1-e1f00a032aa7">Search-based Test Suite Generation for Rust</a></strong><div class="prog-track">Research Papers</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/vsevolodtymofyeyev" class="navigate">Vsevolod Tymofyeyev</a><span class="prog-aff"> University of Passau</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/gordonfraser" class="navigate">Gordon Fraser</a><span class="prog-aff"> University of Passau</span></div><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-papers/1/Search-based-Test-Suite-Generation-for-Rust" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-film"></span> Media Attached</a><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-papers/1/Search-based-Test-Suite-Generation-for-Rust" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-paperclip"></span> File Attached</a></td></tr></table></div></div><div class="hidable day-wrapper"><h4 class="day-header sticky-top"><div><div>Fri 18 Nov</div><p></p><div class="time-zone-info"><small class="text-muted">Displayed time zone: <strong>Beijing, Chongqing, Hong Kong, Urumqi</strong> <small class="control-time-zone"><a data-toggle="modal" href="#userProgramSettings">change</a></small></small></div></div></h4><div class="hidable band hour-11"><table data-facet-date="Fri 18 Nov 2022" data-facet-date-order="221118" data-facet-room="Virtual 3 (Whova)" 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 c13"></td><td><div class="slot-label">11:00 - 12:30</div></td><td colspan="2"><div class="session-info-in-table">Future of SSBSE 1<span class="pull-right"><a href="https://conf.researchr.org/track/ssbse-2022/ssbse-2022-future-of-sbse" target="_blank" class="text-muted navigate">Future of SBSE</a></span> at <a href="https://conf.researchr.org/room/ssbse-2022/fse-2022-venue-virtual-3-%28whova%29" target="_blank" class="room-link navigate">Virtual 3 (Whova)</a><br/> <small>Chair(s): <a href="https://conf.researchr.org/profile/ssbse-2022/thiagodnf" target="_blank" class="navigate">Thiago Ferreira</a><span class="prog-aff"> University of Michigan - Flint</span></small></div></td></tr><tr class="firefox-fix"><td></td><td></td><td></td><td></td></tr><tr data-slot-id="0693f554-5c7a-4ba8-ad20-2d17b2c5961b" class="hidable"><td class="track-color c36"></td><td class=" text-right"><div class="text-muted"><div class="start-time">11:00</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE Future of SBSE"></span></td><td><span data-event-star="2f2e249c-20df-4d95-8ba9-79d86db9eefa" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="2f2e249c-20df-4d95-8ba9-79d86db9eefa">ML is the new SBSE</a></strong><div class="prog-track">Future of SBSE</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/myracohen" class="navigate">Myra Cohen</a><span class="prog-aff"> Iowa State University</span></div></td></tr><tr data-slot-id="8838210f-9da4-4721-ab9f-5b9e1f17b801" class="hidable"><td class="track-color c36"></td><td class=" text-right"><div class="text-muted"><div class="start-time">11:30</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE Future of SBSE"></span></td><td><span data-event-star="f16e7152-c141-4350-9b47-760b6be070e4" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="f16e7152-c141-4350-9b47-760b6be070e4">Reverse engineering the new SBSE</a></strong><div class="prog-track">Future of SBSE</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/timmenzies" class="navigate">Tim Menzies</a><span class="prog-aff"> North Carolina State University</span></div></td></tr></table></div><div class="hidable band hour-14"><table data-facet-date="Fri 18 Nov 2022" data-facet-date-order="221118" data-facet-room="Virtual 3 (Whova)" 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 c13"></td><td><div class="slot-label">14:00 - 15:30</div></td><td colspan="2"><div class="session-info-in-table">Tutorial<span class="pull-right"><a href="https://conf.researchr.org/track/ssbse-2022/ssbse-2022-tutorial" target="_blank" class="text-muted navigate">Tutorial</a></span> at <a href="https://conf.researchr.org/room/ssbse-2022/fse-2022-venue-virtual-3-%28whova%29" target="_blank" class="room-link navigate">Virtual 3 (Whova)</a><br/> <small>Chair(s): <a href="https://conf.researchr.org/profile/ssbse-2022/jeongjusohn" target="_blank" class="navigate">Jeongju Sohn</a><span class="prog-aff"> University of Luxembourg, Luxembourg</span></small></div></td></tr><tr class="firefox-fix"><td></td><td></td><td></td><td></td></tr><tr data-slot-id="27516ed8-08a9-4c98-a210-8020d39e620a" class="hidable"><td class="track-color c35"></td><td class=" text-right"><div class="text-muted"><div class="start-time">14:30</div><strong>60m</strong></div><div class="event-type">Tutorial</div><span data-facet-track="SSBSE Tutorial"></span></td><td><span data-event-star="8e1b4b2f-bd98-4a95-a044-e7bcc20ffb5f" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="8e1b4b2f-bd98-4a95-a044-e7bcc20ffb5f">Methodology and Guidelines for Evaluating Multi-Objective Search-Based Software Engineering</a></strong><div class="prog-track">Tutorial</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/miqingli" class="navigate">Miqing Li</a><span class="prog-aff"> University of Birmingham</span>, <a href="https://conf.researchr.org/profile/ssbse-2022/taochen" class="navigate">Tao Chen</a><span class="prog-aff"> Loughborough University</span></div><a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9252185" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-link"></span> Link to publication</a><a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9252185" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-link"></span> Pre-print</a><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-tutorial/1/Methodology-and-Guidelines-for-Evaluating-Multi-Objective-Search-Based-Software-Engin" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-film"></span> Media Attached</a><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-tutorial/1/Methodology-and-Guidelines-for-Evaluating-Multi-Objective-Search-Based-Software-Engin" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-paperclip"></span> File Attached</a></td></tr></table></div><div class="hidable band hour-16"><table data-facet-date="Fri 18 Nov 2022" data-facet-date-order="221118" data-facet-room="Virtual 3 (Whova)" data-facet-plenary="Hide plenary sessions" 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 c13"></td><td><div class="slot-label">16:00 - 17:30</div></td><td colspan="2"><div class="session-info-in-table">Keynote 2<span class="pull-right"><a href="https://conf.researchr.org/track/ssbse-2022/ssbse-2022-keynotes" target="_blank" class="text-muted navigate">Keynotes</a></span> at <a href="https://conf.researchr.org/room/ssbse-2022/fse-2022-venue-virtual-3-%28whova%29" target="_blank" class="room-link navigate">Virtual 3 (Whova)</a><br/> <small>Chair(s): <a href="https://conf.researchr.org/profile/ssbse-2022/annibalepanichella" target="_blank" class="navigate">Annibale Panichella</a><span class="prog-aff"> Delft University of Technology</span></small></div></td></tr><tr class="firefox-fix"><td></td><td></td><td></td><td></td></tr><tr data-slot-id="05a6e928-2898-4757-a52f-c200a6a8cd74" class="hidable"><td class="track-color c17"></td><td class=" text-right"><div class="text-muted"><div class="start-time">16:00</div><strong>90m</strong></div><div class="event-type">Keynote</div><span data-facet-track="SSBSE Keynotes"></span></td><td><span data-event-star="b416286b-8df7-4bff-8379-0df58d985482" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="b416286b-8df7-4bff-8379-0df58d985482">Genetic Improvement of Software</a></strong><div class="prog-track">Keynotes</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/justynapetke" class="navigate">Justyna Petke</a><span class="prog-aff"> University College London</span></div><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-keynotes/2/Genetic-Improvement-of-Software" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-paperclip"></span> File Attached</a></td></tr></table></div><div class="hidable band hour-18"><table data-facet-date="Fri 18 Nov 2022" data-facet-date-order="221118" data-facet-room="Virtual 3 (Whova)" 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 c13"></td><td><div class="slot-label">18:30 - 20:00</div></td><td colspan="2"><div class="session-info-in-table">Future of SSBSE 2<span class="pull-right"><a href="https://conf.researchr.org/track/ssbse-2022/ssbse-2022-future-of-sbse" target="_blank" class="text-muted navigate">Future of SBSE</a></span> at <a href="https://conf.researchr.org/room/ssbse-2022/fse-2022-venue-virtual-3-%28whova%29" target="_blank" class="room-link navigate">Virtual 3 (Whova)</a><br/> <small>Chair(s): <a href="https://conf.researchr.org/profile/ssbse-2022/giovaniguizzo" target="_blank" class="navigate">Giovani Guizzo</a><span class="prog-aff"> University College London</span></small></div></td></tr><tr class="firefox-fix"><td></td><td></td><td></td><td></td></tr><tr data-slot-id="aff5f2c2-8d1a-4281-b242-1fe50b99e915" class="hidable"><td class="track-color c36"></td><td class=" text-right"><div class="text-muted"><div class="start-time">18:30</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE Future of SBSE"></span></td><td><span data-event-star="b25a1e74-90b3-47e8-b800-adb8ee9ac013" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="b25a1e74-90b3-47e8-b800-adb8ee9ac013">Online software safety: a new paradigm for SBSE research</a></strong><div class="prog-track">Future of SBSE</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/markharman1" class="navigate">Mark Harman</a><span class="prog-aff"> Meta Platforms, Inc. and UCL</span></div></td></tr><tr data-slot-id="3b52a6f8-ce05-40d1-8fa4-0566049447bd" class="hidable"><td class="track-color c36"></td><td class=" text-right"><div class="text-muted"><div class="start-time">19:00</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE Future of SBSE"></span></td><td><span data-event-star="54b16b1b-7bc5-4a03-887b-4bb542e8771a" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="54b16b1b-7bc5-4a03-887b-4bb542e8771a">"SSBSE 2050: 14-18 November, Oxia Palus, Mars"</a></strong><div class="prog-track">Future of SBSE</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/andreaarcuri" class="navigate">Andrea Arcuri</a><span class="prog-aff"> Kristiania University College and Oslo Metropolitan University</span></div><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-future-of-sbse/4/-SSBSE-2050-14-18-November-Oxia-Palus-Mars-" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-film"></span> Media Attached</a><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-future-of-sbse/4/-SSBSE-2050-14-18-November-Oxia-Palus-Mars-" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-paperclip"></span> File Attached</a></td></tr><tr data-slot-id="fb6546bb-4967-4d9d-9031-9fcb21112b33" class="hidable"><td class="track-color c36"></td><td class=" text-right"><div class="text-muted"><div class="start-time">19:30</div><strong>30m</strong></div><div class="event-type">Talk</div><span data-facet-track="SSBSE Future of SBSE"></span></td><td><span data-event-star="928f2761-3f9c-481f-ada9-150da17b9829" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><strong><a href="#" data-event-modal="928f2761-3f9c-481f-ada9-150da17b9829">Data Mining Algorithms Using/Used-by Optimisers: a DUO Approach to Software Engineering</a></strong><div class="prog-track">Future of SBSE</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/leandrominku1" class="navigate">Leandro Minku</a><span class="prog-aff"> University of Birmingham, UK</span></div></td></tr></table></div></div></div></div></div><div id="event-overview" class="tab-pane "><h3>About</h3><table class="table table-condensed"><colgroup width="5"/><colgroup/><thead><tr><th><span class="glyphicon glyphicon-star"></span></th><th>Title</th></tr></thead><tr><td><span data-event-star="9d21d322-e4e2-4c15-b521-4e52701effca" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><a href="#" data-event-modal="9d21d322-e4e2-4c15-b521-4e52701effca">Applications of Search-based Software Testing to Trustworthy Artificial Intelligence</a><div class="prog-track">Keynotes</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/lionelbriand" class="navigate">Lionel Briand</a></div><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-keynotes/1/Applications-of-Search-based-Software-Testing-to-Trustworthy-Artificial-Intelligence" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-film"></span> Media Attached</a></td></tr><tr><td><span data-event-star="b416286b-8df7-4bff-8379-0df58d985482" title="Add event to your program"><span class="text-disabled glyphicon glyphicon-star-empty"></span></span></td><td><a href="#" data-event-modal="b416286b-8df7-4bff-8379-0df58d985482">Genetic Improvement of Software</a><div class="prog-track">Keynotes</div><div class="performers"><a href="https://conf.researchr.org/profile/ssbse-2022/justynapetke" class="navigate">Justyna Petke</a></div><a href="https://conf.researchr.org/details/ssbse-2022/ssbse-2022-keynotes/2/Genetic-Improvement-of-Software" target="_blank" class="publication-link navigate"><span class="glyphicon glyphicon-paperclip"></span> File 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