Ibitero Byabanyamuryango
Igitero cyerekana abanyamuryango kigerageza kumenya niba amakuru yumuntu runaka yakoreshejwe mugutoza icyitegererezo, mugushakisha icyitegererezo.
Incamake
It matters because confirming someone was in a medical or financial training set can itself be a serious privacy breach.
Kwibira cyane
Umwanzuro wabanyamuryango ukoresha ubushishozi bworoshye: moderi ikunda kwitwara ukundi kumibare bafashe mumutwe mugihe cyamahugurwa namakuru batigeze babona. Igitero cya seminari 2017 cyagabwe na Shokri na bagenzi be batoje 'igicucu cyerekana' igana intego, hanyuma bahugura abashyira hamwe kugirango bamenye ikizere cyabanyamuryango nabatari abanyamuryango. Ibitero byinshi nyuma biroroshye: urugero rwabanyamuryango akenshi rutanga igihombo gito cyangwa ikizere cyinshi kuruta ugereranije nabatari abanyamuryango. Kurenza urugero byongera iki cyuho, kubwibyo gufata mu mutwe cyane cyangwa inyandiko zidasanzwe biragaragara cyane. Akaga ni ibintu bisanzwe. Niba icyitegererezo cyahuguwe gusa kubarwayi bafite isuzuma ryihariye, kwerekana abanyamuryango byerekana isuzuma. Ibi bitero nibizamini bisanzwe byerekana niba icyitegererezo gisohora amakuru yimyitozo.
Ubushishozi
Ibitero bikaze bigezweho, nka Likelihood Ratio Attack (LiRA), ihindura ingero zingero zigereranya igihombo cyicyitegererezo cyerekanwe kubitabo byagabanijwe kubihombo byatanzwe nabanyamideli benshi bahuguwe kandi badafite iyo nyandiko. Ihinduramiterere rikuraho urusaku kurugero rworoshye cyangwa rukomeye, rukarishye ibimenyetso byabanyamuryango-nabatari abanyamuryango kandi bizamura cyane igipimo cyiza-cyiza ku giciro gito-cyiza.
Ingaruka z'Ingamba
Risk and safety
Catastrophique na burimunsi AI yangiza byombi biterwa nuwumva ingaruka ninde ushobora gukora.
Ibyemezo bisobanutse
Kumenya gusoma no kwandika rusange kandi byumwuga byerekana niba politiki yumutekano ikomeye ishoboka muri politiki.
Cutting through hype
Ibisobanuro bisobanutse bigabanya gufatwa ukoresheje impuha, laboratoire PR, hamwe namakinamico adasobanutse.
Ejo hazaza h'abanyamuryango Ibitero
Nkuko abanyamideli bitoza amakuru yumuntu ku giti cye, umwanzuro wabanyamuryango uhinduka ubugenzuzi bukenewe, ntabwo ari amatsiko yo kwiga. Abagenzuzi basobanura GDPR n amategeko asa nayo bafata amakuru yimyitozo yafashwe mumutwe nkamakuru yihariye, bityo ibitero bikubye kabiri nkibizamini byubahirizwa. Ubwunganizi nyamukuru, ubuzima bwite butandukanye, butanga imipaka igaragara ariko igiciro cyukuri, gusunika ubushakashatsi kubijyanye no kubara ibanga rikomeye, kurinda guhitamo inyandiko zidasanzwe, no kumashini idasiba gukuraho abantu babisabwe.
Gushyira mu bikorwa Isi
Kugenzura uburyo bwo gusuzuma ibitaro kugirango harebwe niba inyandiko z'abarwayi ku giti cyabo zishobora kumenyekana nk'amakuru y'amahugurwa
Kwerekana GDPR ijyanye no kumeneka werekana icyitegererezo cyafashe mu mutwe inyandiko zabakoresha
Umutuku-uhuza icyitegererezo cyururimi kugirango ugerageze niba imeri yihariye cyangwa inyandiko byari mumyitozo yabyo
Gusuzuma niba amahugurwa atandukanye-yerekeye ubuzima bwite yafunze icyuho cyabanyamuryango-n’abatari abanyamuryango
Ingaruka & Kurinda
Gufata ibyago bibaho nka sci-fi mugihe ubushobozi bwimbaraga.
Kwitiranya umutekano wibicuruzwa byo hejuru hamwe no guhuza munsi y'ubwigenge buhanitse.
Kureka abatari Icyongereza nabatari abahanga bafite isoko yo hasi gusa.
Igishushanyo mbonera
Gutandukanya ibicuruzwa byangiza, gukoresha nabi, no gutakaza-kugenzura / ingaruka mbi.
Baza ibimenyetso byahindura uko ubona ku gihe n'uburemere.
Hitamo inkomoko yibanze nibisobanuro bifatika kubisabwa byo kwamamaza.
Menya inzira imwe y'ibikorwa: umwuga, politiki, inkunga, cyangwa ubuhanga - ntabwo ari ukumenya gusa.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Ibitero byihutirwa
Ibibazo bikunze kubazwa
What is Membership Inference Attacks?
Igitero cyerekana abanyamuryango kigerageza kumenya niba amakuru yumuntu runaka yakoreshejwe mugutoza icyitegererezo, mugushakisha icyitegererezo. Ntacyo bivuze kuko kwemeza ko umuntu yari mumahugurwa yubuvuzi cyangwa imari birashobora kuba ubwicanyi bukabije.
Niki gitero cyabanyamuryango bagerageza kumenya?
Igitero cyinjiza abanyamuryango: niba ingingo yatanzwe yakoreshejwe mugutoza icyitegererezo, ubwacyo gishobora kumena amakuru yoroheje.
Nuwuhe mutungo wintangarugero wongerera intege nke ibyo bitero?
Kurenza urugero byagura itandukaniro ryimyitwarire hagati yabatoza amahugurwa namakuru atagaragara, bigatuma abanyamuryango boroha kubimenya.
Ni ubuhe buhanga yakoze umwimerere wa 2017 Shokri n'abandi. igitero gishingiye?
Bahuguye igicucu cyigana intego yo kubyara abanyamuryango / imyitwarire itari iy'abanyamuryango kubitero byibasiye.
Kuki umwanzuro wabanyamuryango ushobora kwangiza nubwo utagaragaje ibiri muri dosiye?
Niba dataset isobanuwe nibiranga ibintu byoroshye, kwemeza gusa ko umuntu ahari byerekana iyo mico.
Niki gituma Igipimo cya Likelihood Attack (LiRA) gikomera kuruta igihombo cyoroshye?
LiRA igereranya igihombo cyateganijwe kugabanywa kuva kuri moderi yatojwe hamwe na buri nyandiko, ikuraho urugero rwurusaku rugoye.