{"id":16675,"date":"2022-05-02T10:00:54","date_gmt":"2022-05-02T08:00:54","guid":{"rendered":"https:\/\/kinit.sk\/impressions-from-the-winter-school-on-fairness-in-ai-what-does-it-mean-to-be-fair\/"},"modified":"2022-05-02T10:06:07","modified_gmt":"2022-05-02T08:06:07","slug":"impressions-from-the-winter-school-on-fairness-in-ai-what-does-it-mean-to-be-fair","status":"publish","type":"post","link":"https:\/\/kinit.sk\/sk\/impressions-from-the-winter-school-on-fairness-in-ai-what-does-it-mean-to-be-fair\/","title":{"rendered":"Dojmy z Winter School on Fairness in AI: \u010co znamen\u00e1 by\u0165 spravodliv\u00fd?"},"content":{"rendered":"
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Adri\u00e1n Gavorn\u00edk<\/em><\/a> je v\u00fdskumn\u00fdm st\u00e1\u017eistom v KInITe a z\u00e1rove\u0148 pokra\u010duje v magisterskom \u0161t\u00fadiu v odbore Veda, technika a spolo\u010dnos\u0165 (STS) na Viedenskej univerzite. Je \u010dlenom t\u00edmu <\/em>Etika a \u013eudsk\u00e9 hodnoty v technol\u00f3gi\u00e1ch<\/em><\/a>, kde si buduje odborn\u00e9 znalosti v oblasti hodnotenia technol\u00f3gi\u00ed umelej inteligencie na z\u00e1klade etiky, so \u0161peci\u00e1lnym zameran\u00edm na spravodlivos\u0165 a predsudky. Za\u010diatkom tohto roka sa Adri\u00e1n prihl\u00e1sil na <\/em>1. gr\u00e9cku zimn\u00fa \u0161kolu ACM-W o spravodlivosti v umelej inteligencii<\/em><\/a> a stal sa jedn\u00fdm z \u00faspe\u0161n\u00fdch kandid\u00e1tov. Pre\u010d\u00edtajte si o jeho dojmoch z podujatia a najzauj\u00edmavej\u0161\u00edch poznatkoch.<\/em><\/p>\n<\/div>\n\n

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Vo febru\u00e1ri sa konala 1. gr\u00e9cka zimn\u00e1 \u0161kola ACM-W o spravodlivosti v umelej inteligencii<\/a>. Po\u010das dvoch dn\u00ed intenz\u00edvnej s\u00e9rie predn\u00e1\u0161ok a workshopov malo pribli\u017ene 70 \u0161tudentov z 20 kraj\u00edn mo\u017enos\u0165 nadviaza\u0165 kontakty a diskutova\u0165 o ot\u00e1zkach t\u00fdkaj\u00facich sa spravodlivosti v oblasti umelej inteligencie (AI). V tomto kr\u00e1tkom \u010dl\u00e1nku by som sa r\u00e1d podelil o svoje sk\u00fasenosti z poh\u013eadu \u00fa\u010dastn\u00edka. Ke\u010f\u017ee poch\u00e1dzam zo spolo\u010denskovedn\u00e9ho\/ humanitn\u00e9ho prostredia, trochu som sa ob\u00e1val, \u017ee toto podujatie bude pre sk\u00fasenej\u0161\u00edch \u0161tudentov a preva\u017ene pre \u0161tudentov informatiky. Po tom, \u010do som sa stal \u00faspe\u0161n\u00fdm kandid\u00e1tom, som bol prekvapen\u00fd, \u017ee som sa ocitol v spolo\u010dnosti \u0161tudentov so \u0161irok\u00fdm interdisciplin\u00e1rnym z\u00e1zem\u00edm.<\/p>\n<\/div>\n\n

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Ako \u010dlen t\u00edmu pre etiku a \u013eudsk\u00e9 hodnoty v technol\u00f3gi\u00e1ch<\/a> v KInITe som mal mo\u017enos\u0165 z\u00fa\u010dastni\u0165 sa tohto podujatia, aby som roz\u0161\u00edril svoje ch\u00e1panie spravodlivosti v AI z viacer\u00fdch perspekt\u00edv. Je to d\u00f4le\u017eit\u00e9, ke\u010f\u017ee spravodlivos\u0165 je jednou zo z\u00e1kladn\u00fdch hodn\u00f4t, o ktor\u00fdch \u010dasto hovor\u00edme a diskutujeme po\u010das etick\u00fdch hodnoten\u00ed<\/strong>, ktor\u00e9 vykon\u00e1vame s na\u0161imi v\u00fdskumn\u00fdmi t\u00edmami a priemyseln\u00fdmi partnermi.<\/p>\n<\/div>\n\n

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R\u00f4znorodos\u0165 \u00fa\u010dastn\u00edkov zimnej \u0161koly len potvrdzuje, \u017ee pochopenie a pr\u00e1ca na f\u00e9rovosti v AI nie je v\u00fdhradnou zodpovednos\u0165ou infromatikov, ale vy\u017eaduje si inkl\u00faziu a interdisciplin\u00e1rnos\u0165<\/strong>. To sa prejavilo aj na v\u00e4\u010d\u0161ine predn\u00e1\u0161ok. Dovo\u013ete mi predstavi\u0165 niektor\u00fdch re\u010dn\u00edkov, ich predn\u00e1\u0161ky a niektor\u00e9 z mojich postrehov Tie bud\u00fa pozost\u00e1va\u0165 najm\u00e4 zo zauj\u00edmav\u00fdch pr\u00edpadov\u00fdch \u0161t\u00fadi\u00ed a r\u00f4znych iniciat\u00edv a n\u00e1strojov, ktor\u00fdch cie\u013eom je rie\u0161i\u0165 a mera\u0165 spravodlivos\u0165 v AI.<\/p>\n<\/div>\n\n

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Jednu z \u00faplne prv\u00fdch predn\u00e1\u0161ok mal Toon Calders<\/a> z univerzity v Antverp\u00e1ch. Vo svojej \u00favodnej predn\u00e1\u0161ke pribl\u00ed\u017eil t\u00e9mu f\u00e9rovosti v strojovom u\u010den\u00ed<\/strong>. \u010co som pova\u017eoval za k\u013e\u00fa\u010dov\u00e9, bolo to, \u017ee po\u0148al pojem f\u00e9rovosti aj historicky. Spomenul niektor\u00e9 (vyvr\u00e1ten\u00e9) historick\u00e9 predpoklady, \u017ee strojov\u00e9 u\u010denie bude osloboden\u00e9 od predsudkova \u201evn\u00fatorn\u00fdch pocitov\u201c. Dnes je zrejm\u00e9, \u017ee to tak, bohu\u017eia\u013e, nie je.<\/p>\n<\/div>\n\n

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\u010eal\u0161\u00ed d\u00f4le\u017eit\u00fd poznatok sa t\u00fdkal pr\u00e1vnych poh\u013eadov na spravodlivos\u0165. Tejto t\u00e9me sa \u010dasto venujeme aj po\u010das na\u0161ich workshopov, kde vyhodnocujeme AI z poh\u013eadu etiky. Ke\u010f ide o hodnoty, ako je spravodlivos\u0165, je \u010dasto nutn\u00e9, aby sme prem\u00fd\u0161\u013eali nad r\u00e1mec z\u00e1kladn\u00fdch pr\u00e1vnych pojmov. V skuto\u010dnosti, ako zd\u00f4raznil Toon Calders a je to zrejm\u00e9 aj z Assessment List for Trustworthy AI (ALTAI<\/a>), je d\u00f4le\u017eit\u00e9 zamyslie\u0165 sa nad t\u00fdm, ako je spravodlivos\u0165 definovan\u00e1, ako sa k nej pristupuje, ale aj ako je kvantifikovan\u00e1<\/strong>. Najm\u00e4 ot\u00e1zky kvantifik\u00e1cie f\u00e9rovosti a mo\u017en\u00e9 defin\u00edcie f\u00e9rovosti boli potom aplikovan\u00e9 na \u0161pecifick\u00e9 a pomerne dobre zn\u00e1me pr\u00edpady \u2013 rasov\u00e1 zaujatos\u0165 v algoritmoch zdravotnej starostlivosti<\/a>, n\u00e1borov\u00fd n\u00e1stroj Amazonu<\/a>, ktor\u00fd uprednost\u0148oval mu\u017eov na technick\u00e9 pr\u00e1ce, a algoritmus predikcie recid\u00edvy COMPAS<\/a>.<\/p>\n<\/div>\n\n

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Zdroj<\/a><\/figcaption><\/figure>\n<\/div>\n\n
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<\/p>\n<\/div>\n\n

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„\u010co to znamen\u00e1 by\u0165 spravodliv\u00fd?“ <\/strong>bola hlavnou ot\u00e1zkou ostatn\u00fdch predn\u00e1\u0161ok. Predn\u00e1\u0161aj\u00faci poskytli nieko\u013eko sp\u00f4sobov, ako rie\u0161i\u0165 t\u00fato ot\u00e1zku a ako kvantifikova\u0165 spravodlivos\u0165.<\/p>\n<\/div>\n\n

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Po prv\u00e9, mal by sa stanovi\u0165 a zv\u00e1\u017ei\u0165 rozdiel medzi skupinovou a individu\u00e1lnou spravodlivos\u0165ou<\/a>. Ka\u017ed\u00e1 z nich potom pon\u00faka r\u00f4zne zmier\u0148uj\u00face strat\u00e9gie, napr. \u0161tatistick\u00e1 parita v skupinovej spravodlivosti. In\u00fdmi slovami, znamen\u00e1 to rovnak\u00fd pr\u00edstup k v\u00fdhod\u00e1m \u2013 z\u00e1rove\u0148 v\u0161ak m\u00f4\u017ee by\u0165 v niektor\u00fdch pr\u00edpadoch \u0165a\u017ek\u00e9 identifikova\u0165 a vysvetli\u0165 rozdiely medzi skupinami. Odli\u0161nou (a nezl\u00fa\u010dite\u013enou) so \u0161tatistickou paritou je \u201erovnak\u00e1 pravdepodobnos\u0165\u201c, ktor\u00e1 tvrd\u00ed, \u017ee chyby s\u00fa prijate\u013en\u00e9, ale mali by by\u0165 podobn\u00e9 pre v\u0161etky dotknut\u00e9 skupiny. Dobr\u00fdm pr\u00edkladom, kde sa t\u00e1to nezlu\u010dite\u013enos\u0165 st\u00e1va zjavnou, je poistenie auta, kde s\u00fa mu\u017ei vystaven\u00ed vy\u0161\u0161iemu riziku ako \u017eeny. V tomto pr\u00edpade by sme mohli chcie\u0165 priradi\u0165 drah\u00e9 poistn\u00e9 vysoko rizikov\u00fdm klientom a lacn\u00e9 poistn\u00e9 klientom s n\u00edzkym rizikom, ale z\u00e1rove\u0148 chceme by\u0165 spravodliv\u00ed, pokia\u013e ide o pohlavie.<\/p>\n<\/div>\n\n

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T\u00fdmito probl\u00e9mami sme sa na\u010falej zaoberali\u00a0 po\u010das panelovej diskusie o spravodlivosti v odpor\u00fa\u010dac\u00edm syst\u00e9moch. Niektor\u00e9 teoretick\u00e9 pr\u00edstupy pri zaobch\u00e1dzan\u00ed so spravodlivos\u0165ou v odpor\u00fa\u010dac\u00edch syst\u00e9moch boli zaveden\u00e9 najm\u00e4 cez typ \u0161t\u00e1dia, v ktorom sa uplat\u0148uj\u00fa: \u0161t\u00e1dium predbe\u017en\u00e9ho spracovania, \u0161t\u00e1dium priebe\u017en\u00e9ho spracovania a \u0161t\u00e1dium n\u00e1sledn\u00e9ho spracovania.<\/p>\n<\/div>\n\n

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Okrem toho boli predstaven\u00e9 niektor\u00e9 komer\u010dn\u00e9 iniciat\u00edvy ako Microsoft Responsible AI<\/a> a relevantn\u00e9 konferencie, ako napr\u00edklad ACM Conference on Fairness, Accountability and Transparency<\/a> (Konferencia o spravodlivosti, zodpovednosti a transparentnosti).<\/p>\n<\/div>\n\n

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To round off my experience from the ACM Winter School,\u00a0 I would like to delve deeper and bring attention to some of Na z\u00e1ver by som chcel upriami\u0165 pozornos\u0165 na niektor\u00e9 existuj\u00face iniciat\u00edvy a praktick\u00e9 n\u00e1stroje, ktor\u00e9 boli predstaven\u00e9 a ktor\u00e9 mi pomohli pochopi\u0165 spomenut\u00e9 teoretick\u00e9 koncepty.<\/p>\n<\/div>\n\n

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Ako prv\u00fd bol predstaven\u00fd audit Aequitas<\/a>. Je to s\u00fabor n\u00e1strojov s cie\u013eom pom\u00f4c\u0165 v\u00fdvoj\u00e1rom a v\u00fdskumn\u00edkom pochopi\u0165 r\u00f4zne mo\u017en\u00e9 defin\u00edcie spravodlivosti a ako tieto ovplyv\u0148uj\u00fa presnos\u0165 ich modelov. Zistil som, \u017ee \u201eStrom f\u00e9rovosti\u201c je obzvl\u00e1\u0161\u0165 u\u017eito\u010dn\u00fd a potenci\u00e1lne relevantn\u00fd pre v\u00fdvoj\u00e1rov pre orient\u00e1ciu v komplexnej oblasti spravodlivosti v AI.<\/p>\n<\/div>\n\n

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Platforma AI and Equality<\/a> je viac ne\u017e s\u00faborom n\u00e1strojov. Pon\u00faka skvel\u00fd zoznam r\u00f4znych zdrojov, ako s\u00fa \u010dl\u00e1nky v \u010dasopisoch alebo knihy a prieskumy. Tie\u017e poskytuje podklady pre workshop, ktor\u00e9ho cie\u013eom je upriami\u0165 pozornos\u0165 na ot\u00e1zky s\u00favisiace s etikou a spravodlivos\u0165ou v umelej inteligencii.<\/p>\n<\/div>\n\n

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Zdroj<\/a><\/figcaption><\/figure>\n<\/div>\n\n
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\u013dudskopr\u00e1vna perspekt\u00edva na AI je aplikovan\u00e1 v tomto interakt\u00edvnom a praktickom workshope<\/a>, ktor\u00fd umo\u017e\u0148uje \u00fa\u010dastn\u00edkom analyzova\u0165 r\u00f4zne mno\u017einy \u00fadajov zaujatosti alebo testova\u0165, ako sa navz\u00e1jom l\u00ed\u0161ia r\u00f4zne defin\u00edcie spravodlivosti.<\/p>\n<\/div>\n\n

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T\u00fato sk\u00fasenos\u0165 pova\u017eujem za ve\u013emi d\u00f4le\u017eit\u00fa a pr\u00ednosn\u00fa, ke\u010f\u017ee t\u00e9me spravodlivosti a biasov sa pl\u00e1nujeme v r\u00e1mci t\u00edmu Ethics and Human Values venova\u0165 aj na\u010falej, predov\u0161etk\u00fdm po\u010das etick\u00fdch posudzovan\u00ed (assessmentov) AI s\u00fdstemov s na\u0161imi v\u00fdskumn\u00fdmi t\u00edmami a priemyseln\u00fdmi partnermi<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"

Adri\u00e1n Gavorn\u00edk je v\u00fdskumn\u00fdm st\u00e1\u017eistom v KInITe a z\u00e1rove\u0148 pokra\u010duje v magisterskom \u0161t\u00fadiu v odbore Veda, technika a spolo\u010dnos\u0165 (STS) na Viedenskej univerzite. Je \u010dlenom t\u00edmu Etika a \u013eudsk\u00e9 hodnoty…<\/p>\n","protected":false},"author":26,"featured_media":16666,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[80,83,349],"tags":[175,311,392],"class_list":["post-16675","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ethics-and-human-values-in-technology-sk","category-news-sk","category-2022-sk","tag-conference-sk","tag-ethics-in-ai-sk","tag-ethics-sk"],"acf":[],"yoast_head":"\nDojmy z Winter School on Fairness in AI: \u010co znamen\u00e1 by\u0165 spravodliv\u00fd? - KInIT<\/title>\n<meta name=\"description\" content=\"Vo febru\u00e1ri sa konala 1. gr\u00e9cka zimn\u00e1 \u0161kola ACM-W o spravodlivosti v umelej inteligencii. 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