Hare-Hare Mambobi
Harin shigar da memba yana ƙoƙarin tantance ko an yi amfani da takamaiman bayanan mutum don horar da abin ƙira, kawai ta binciken ƙirar.
Dubawa
It matters because confirming someone was in a medical or financial training set can itself be a serious privacy breach.
Zurfafa nutsewa
Ƙaddamar da zama memba tana amfani da hankali mai sauƙi: ƙira suna nuna hali daban-daban akan bayanan da suka haddace yayin horo da bayanan da basu taɓa gani ba. Harin na shekarar 2017 da Shokri da abokan aikinsa suka yi sun horar da 'samfurin inuwa' wadanda suka kwaikwayi makasudin, sannan sun horar da mai rarraba don gane tsarin amincewar membobi da wadanda ba mamba ba. Hare-hare da yawa daga baya sun fi sauƙi: misalin memba yakan haifar da ƙarancin hasara ko ƙarfin gwiwa fiye da kwatankwacin wanda ba memba ba. Ƙarfafawa yana haɓaka wannan tazarar, don haka an fi bayyana abubuwan da aka haddace ko ba safai ba. Haɗarin mahallin ne. Idan samfurin an horar da shi kawai akan marasa lafiya da ke da takamaiman ganewar asali, tabbatar da kasancewa memba yana bayyana ganewar asali. Waɗannan hare-haren sune madaidaicin gwajin gwaji na ko ƙira ya fitar da bayanan horo.
Fahimtar Fasaha
Hare-hare mafi ƙarfi na zamani, kamar Haƙƙin Ratio Attack (LiRA), daidaita kowane misali wahala ta hanyar kwatanta asarar ƙirar da aka yi niyya akan rikodin akan rabe-raben asarar daga ƙira da yawa waɗanda aka horar da su kuma ba tare da wannan rikodin ba. Wannan gyare-gyaren yana kawar da hayaniya daga misalan masu sauƙi ko wuya, yana ƙayyadad da siginar memba-da-ba memba da haɓaka ƙimar gaskiya-tabbatacce a ƙananan ƙimar ƙimar ƙarya.
Dabarun Tasiri
Haɗari da aminci
Bala'i da cutar AI ta yau da kullun duka sun dogara da wanda ya fahimci haɗarin kuma wanda zai iya yin aiki.
Shawarwari masu haske
Ilimin jama'a da na ƙwararru yana siffanta ko ƙaƙƙarfan manufofin aminci na yiwuwa a siyasance.
Cutting through hype
Bayyanar bayani yana rage kama ta hanyar zage-zage, dakin gwaje-gwaje PR, da gidan wasan kwaikwayo mara kyau.
Makomar Hare-haren Ƙirar Membobi
Kamar yadda samfura ke horar da bayanan sirri na yau da kullun, ƙaddamar da memba yana zama abin dubawa da ake buƙata, ba sha'awar ilimi ba. Masu gudanarwa da ke fassara GDPR da makamantansu suna ƙara ɗaukar bayanan horon da aka haddace azaman bayanan sirri, don haka hare-hare sun ninka azaman gwajin yarda. Babban tsaro, keɓaɓɓen keɓantacce, yana ba da iyakoki mai yiwuwa amma farashin daidaito, tura bincike zuwa mafi girman lissafin sirri, zaɓin kariyar bayanan da ba kasafai ba, da rashin koyo na na'ura don cire mutane akan buƙata.
Aiwatar da Gaskiyar Duniya
Binciken samfurin asibiti na asibiti don bincika ko ana iya gano bayanan marasa lafiya ɗaya azaman bayanan horo
Nuna yoyon da suka dace da GDPR ta hanyar nuna ƙirar da ta haddace takamaiman bayanan mai amfani
Haɗa samfurin harshe don gwada idan imel na sirri ko takaddun suna cikin ƙungiyar horarwa
Ƙididdiga ko horon bambance-bambancen sirri ya rufe tazarar memba-da-ba memba
Hatsari & Tsare-tsare
Magance haɗarin wanzuwa azaman sci-fi yayin da abubuwan iyawa.
Amintaccen samfur mai ruɗani tare da jeri ƙarƙashin babban ikon kai.
Barin waɗanda ba Ingilishi ba da ƙwararrun masu sauraro tare da tushe masu ƙarancin inganci kawai.
Taswirar Hanya
Rarrabe lahani na samfur, rashin amfani, da hasarar sarrafa-haɗari / rashin daidaituwa.
Tambayi wane shaida zai canza ra'ayin ku akan jerin lokuta da tsanani.
Fi son tushe na farko da tabbataccen kimantawa akan da'awar tallace-tallace.
Gano hanyar aiki ɗaya: aiki, manufa, kuɗi, ko ƙwarewa - ba kawai sani ba.
Ci gaba da Bincike
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Jagora na gaba
Hare-haren alluran gaggawa
Tambayoyin da ake yawan yi
What is Membership Inference Attacks?
Harin shigar da memba yana ƙoƙarin tantance ko an yi amfani da takamaiman bayanan mutum don horar da abin ƙira, kawai ta hanyar bincika ƙirar. Yana da mahimmanci saboda tabbatar da wani yana cikin tsarin horo na likita ko na kuɗi na iya zama kansa babban keta sirri.
Menene harin haɗa kai da ake ƙoƙarin tantancewa?
Harin yana nuna kasancewa memba: ko an yi amfani da wurin da aka ba da bayanai don horar da ƙirar, wanda da kansa zai iya fitar da bayanai masu mahimmanci.
Wace irin kadara ce ta fi haɓaka rashin lafiyar waɗannan hare-hare?
Ƙarfafawa yana faɗaɗa tazarar ɗabi'a tsakanin membobin horarwa da bayanan da ba'a gani, yana sauƙaƙa gano membobinsu.
Abin da fasaha ya yi na asali 2017 Shokri et al. harin dogara?
Sun horar da nau'ikan inuwa suna kwaikwayi manufa don samar da alamar memba/masu zama memba don rarrabuwar kai hari.
Me yasa shigar da memba zai iya zama mai cutarwa koda ba tare da bayyana abubuwan da ke cikin rikodin ba?
Idan an ayyana saitin bayanai ta wata sifa mai mahimmanci, tabbatar da kasancewar wani kawai yana bayyana wannan sifa.
Me yasa Hatsarin Ratio Attack (LiRA) ya fi karfi fiye da matakin rashin butulci?
LiRA tana kwatanta asarar da aka yi niyya zuwa rarrabawa daga ƙirar da aka horar tare da kuma ba tare da kowane rikodin ba, cire kowane amo mai wahala.