{"id":28616,"date":"2023-01-05T11:57:53","date_gmt":"2023-01-05T10:57:53","guid":{"rendered":"https:\/\/kinit.sk\/publication\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\/"},"modified":"2026-04-23T14:50:17","modified_gmt":"2026-04-23T12:50:17","slug":"a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection","status":"publish","type":"publication","link":"https:\/\/kinit.sk\/sk\/publikacia\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\/","title":{"rendered":"A Game for Crowdsourcing Adversarial Examples for False Information Detection"},"content":{"rendered":"<div id=\"\" class=\"element core-paragraph\">\n<p><strong>\u010cegi\u0148, J., \u0160imko, J., Brusilovsky, P.,<\/strong><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Abstract: False information detection models are susceptible to adversarial attacks. Such susceptibility is a critical weakness of detection models. Automated creation of adversarial samples can ultimately help to augment training sets and create more robust detection models. However, automatically generated adversarial samples often do not preserve the information contained in the original text, leading to information loss. There is a need for adversarial sample generators that can preserve the original information. To explore the properties such generators should have and to inform their future design, we conducted a study to collect adversarial samples from human agents using a Game with a purpose (GWAP). Player\u2019s goal is to modify a given tweet until a detection model is tricked thus creating an adversarial sample. We qualitatively analysed the collected adversarial samples and identified desired properties\/strategies that an adversarial information-preserving generator should exhibit. These strategies are validated on detection models based on a transformer and LSTM models to confirm their applicability on different models. Based on these findings, we propose a novel generator approach that will exhibit the desired properties in order to generate high-quality information-preserving adversarial samples.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Cite: \u010cegi\u0148, J., \u0160imko, J., Brusilovsky, P., A Game for Crowdsourcing Adversarial Examples for False Information Detection. AIofAI \u201822: 2nd Workshop on Adverse Impacts and Collateral Effects of Artificial Intelligence Technologies, CEUR-WS.org (2022).<\/p>\n<\/div>","protected":false},"featured_media":0,"template":"","meta":{"_acf_changed":false,"footnotes":""},"categories":[78,349],"class_list":["post-28616","publication","type-publication","status-publish","hentry","category-web-user-data-processing-sk","category-2022-sk"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>A Game for Crowdsourcing Adversarial Examples for False Information Detection - KInIT<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kinit.sk\/sk\/publikacia\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A Game for Crowdsourcing Adversarial Examples for False Information Detection - KInIT\" \/>\n<meta property=\"og:description\" content=\"\u010cegi\u0148, J., \u0160imko, J., Brusilovsky, P., Abstract: False information detection models are susceptible to adversarial attacks. Such susceptibility is a critical weakness of detection models. Automated creation of adversarial samples...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/kinit.sk\/sk\/publikacia\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\/\" \/>\n<meta property=\"og:site_name\" content=\"KInIT\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-23T12:50:17+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/03\/KINIT_Sharepic.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@kinit\" \/>\n<meta name=\"twitter:label1\" content=\"Predpokladan\u00fd \u010das \u010d\u00edtania\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 min\u00fata\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/kinit.sk\\\/sk\\\/publikacia\\\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\\\/\",\"url\":\"https:\\\/\\\/kinit.sk\\\/sk\\\/publikacia\\\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\\\/\",\"name\":\"A Game for Crowdsourcing Adversarial Examples for False Information Detection - KInIT\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/kinit.sk\\\/#website\"},\"datePublished\":\"2023-01-05T10:57:53+00:00\",\"dateModified\":\"2026-04-23T12:50:17+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/kinit.sk\\\/sk\\\/publikacia\\\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\\\/#breadcrumb\"},\"inLanguage\":\"sk-SK\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/kinit.sk\\\/sk\\\/publikacia\\\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/kinit.sk\\\/sk\\\/publikacia\\\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/kinit.sk\\\/sk\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"2022\",\"item\":\"https:\\\/\\\/kinit.sk\\\/category\\\/2022\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"A Game for Crowdsourcing Adversarial Examples for False Information Detection\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/kinit.sk\\\/#website\",\"url\":\"https:\\\/\\\/kinit.sk\\\/\",\"name\":\"KInIT\",\"description\":\"Vyu\u017e\u00edvame v\u00fdskum pre \u013eud\u00ed a priemysel\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/kinit.sk\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"sk-SK\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"A Game for Crowdsourcing Adversarial Examples for False Information Detection - KInIT","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/kinit.sk\/sk\/publikacia\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\/","og_locale":"sk_SK","og_type":"article","og_title":"A Game for Crowdsourcing Adversarial Examples for False Information Detection - KInIT","og_description":"\u010cegi\u0148, J., \u0160imko, J., Brusilovsky, P., Abstract: False information detection models are susceptible to adversarial attacks. Such susceptibility is a critical weakness of detection models. Automated creation of adversarial samples...","og_url":"https:\/\/kinit.sk\/sk\/publikacia\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\/","og_site_name":"KInIT","article_modified_time":"2026-04-23T12:50:17+00:00","og_image":[{"width":1200,"height":628,"url":"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/03\/KINIT_Sharepic.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_site":"@kinit","twitter_misc":{"Predpokladan\u00fd \u010das \u010d\u00edtania":"1 min\u00fata"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/kinit.sk\/sk\/publikacia\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\/","url":"https:\/\/kinit.sk\/sk\/publikacia\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\/","name":"A Game for Crowdsourcing Adversarial Examples for False Information Detection - KInIT","isPartOf":{"@id":"https:\/\/kinit.sk\/#website"},"datePublished":"2023-01-05T10:57:53+00:00","dateModified":"2026-04-23T12:50:17+00:00","breadcrumb":{"@id":"https:\/\/kinit.sk\/sk\/publikacia\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\/#breadcrumb"},"inLanguage":"sk-SK","potentialAction":[{"@type":"ReadAction","target":["https:\/\/kinit.sk\/sk\/publikacia\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/kinit.sk\/sk\/publikacia\/a-game-for-crowdsourcing-adversarial-examples-for-false-information-detection\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/kinit.sk\/sk\/"},{"@type":"ListItem","position":2,"name":"2022","item":"https:\/\/kinit.sk\/category\/2022\/"},{"@type":"ListItem","position":3,"name":"A Game for Crowdsourcing Adversarial Examples for False Information Detection"}]},{"@type":"WebSite","@id":"https:\/\/kinit.sk\/#website","url":"https:\/\/kinit.sk\/","name":"KInIT","description":"Vyu\u017e\u00edvame v\u00fdskum pre \u013eud\u00ed a priemysel","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/kinit.sk\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"sk-SK"}]}},"_links":{"self":[{"href":"https:\/\/kinit.sk\/sk\/wp-json\/wp\/v2\/publication\/28616","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kinit.sk\/sk\/wp-json\/wp\/v2\/publication"}],"about":[{"href":"https:\/\/kinit.sk\/sk\/wp-json\/wp\/v2\/types\/publication"}],"version-history":[{"count":1,"href":"https:\/\/kinit.sk\/sk\/wp-json\/wp\/v2\/publication\/28616\/revisions"}],"predecessor-version":[{"id":41968,"href":"https:\/\/kinit.sk\/sk\/wp-json\/wp\/v2\/publication\/28616\/revisions\/41968"}],"wp:attachment":[{"href":"https:\/\/kinit.sk\/sk\/wp-json\/wp\/v2\/media?parent=28616"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kinit.sk\/sk\/wp-json\/wp\/v2\/categories?post=28616"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}