JAGORAN AL'UMMA

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

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.

Hare-haren Membobin Membobi suna zaune a tsakar iyawa, iko, da zaɓin jama'a - inda aminci, mulki, da halaccin yanke shawara ko ci gaban AI yana taimakawa ko cutar da sikeli.

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.

Jagorar Hare-Hare-Hare-Haren Membobi

Don gina zurfin fahimta, ɗauki Hare-haren Ƙirar Membobi azaman ƙirar aiki, ba fasali ɗaya ba. Ƙayyade sakamakon da ake so, fayyace zato, kuma raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu ke buƙatar yanke hukunci na ƙwararru.

A aikace, ƙaƙƙarfan ƙungiyoyi masu amfani da Hare-Haren Membobi sun haɗa haɓaka iyawa tare da gudanar da mulki, aminci, da fayyace tsarin lissafin lissafi. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.

Bala'i da cutar AI ta yau da kullun duka sun dogara da wanda ya fahimci haɗarin kuma wanda zai iya yin aiki. A lokaci guda, Maganin haɗarin wanzuwa azaman sci-fi yayin da abubuwan iyawa. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.

Dabarun Tasiri

Bala'i da cutar AI ta yau da kullun duka sun dogara da wanda ya fahimci haɗarin kuma wanda zai iya yin aiki.

Bala'i da cutar AI ta yau da kullun duka sun dogara da wanda ya fahimci haɗarin kuma wanda zai iya yin aiki. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.

Ilimin jama'a da na ƙwararru yana siffanta ko ƙaƙƙarfan manufofin aminci na yiwuwa a siyasance.

Ilimin jama'a da na ƙwararru yana siffanta ko ƙaƙƙarfan manufofin aminci na yiwuwa a siyasance. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.

Bayyanar bayani yana rage kama ta hanyar zage-zage, dakin gwaje-gwaje PR, da gidan wasan kwaikwayo mara kyau.

Bayyanar bayani yana rage kama ta hanyar zage-zage, dakin gwaje-gwaje PR, da gidan wasan kwaikwayo mara kyau. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.

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

Hanyoyin Aiwatarwa

Hare-haren Ƙirar Membobi a aikace

Binciken samfurin asibiti na asibiti don bincika ko ana iya gano bayanan marasa lafiya ɗaya azaman bayanan horo.

Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in ƙira, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.

Hare-haren Ƙirar Membobi a aikace

Nuna yoyon da suka dace da GDPR ta hanyar nuna ƙirar da ta haddace takamaiman bayanan mai amfani.

Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in ƙira, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.

Hare-haren Ƙirar Membobi a aikace

Haɗa samfurin harshe don gwada idan imel na sirri ko takaddun suna cikin ƙungiyar horarwa.

Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in ƙira, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.

Hare-haren Ƙirar Membobi a aikace

Ƙididdiga ko horon bambance-bambancen sirri ya rufe tazarar memba-da-ba memba.

Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in ƙira, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.

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

1

Rarrabe lahani na samfur, rashin amfani, da hasarar sarrafa-haɗari / rashin daidaituwa.

Yi la'akari da wannan a matsayin ƙofar shaida: idan ba a cika ka'idodin ba, dakatar da fitowar, rufe tazarar, sannan kawai faɗaɗa amfani.

2

Tambayi wane shaida zai canza ra'ayin ku akan jerin lokuta da tsanani.

Yi la'akari da wannan a matsayin ƙofar shaida: idan ba a cika ka'idodin ba, dakatar da fitowar, rufe tazarar, sannan kawai faɗaɗa amfani.

3

Fi son tushe na farko da tabbataccen kimantawa akan da'awar tallace-tallace.

Yi la'akari da wannan a matsayin ƙofar shaida: idan ba a cika ka'idodin ba, dakatar da fitowar, rufe tazarar, sannan kawai faɗaɗa amfani.

4

Gano hanyar aiki ɗaya: aiki, manufa, kuɗi, ko ƙwarewa - ba kawai sani ba.

Yi la'akari da wannan a matsayin ƙofar shaida: idan ba a cika ka'idodin ba, dakatar da fitowar, rufe tazarar, sannan kawai faɗaɗa amfani.

Ci gaba da Bincike

Check your understanding

Test yourself: take the Membership Inference Attacks quiz

Start quiz