Guba Data da Harin Baya
Guba bayanai na lalata samfurin ta hanyar yin lalata da bayanan horonsa, kuma hare-haren bayan gida suna ɓoye sirrin abin da ke sa ƙirar ta yi kuskure a kan umarni.
Dubawa
They matter because models increasingly learn from scraped, crowdsourced data that attackers can quietly contaminate.
Zurfafa nutsewa
Hare-haren guba sun kasu kashi biyu faffadan manufa. Hare-haren da ake kaiwa na nufin ɓata daidaito gabaɗaya ta hanyar allurar da ba daidai ba ko gurɓatattun misalai. Hare-haren da aka yi niyya da na bayan gida sun fi sneakier: ƙirar tana yin daidai akan abubuwan da aka shigar na yau da kullun amma yana samar da zaɓin da aka zaɓa a duk lokacin da ɓoyayyiyar faɗakarwa ta bayyana, kamar ƙaramin facin pixel, takamaiman magana, ko alamar ruwa marar ganuwa. Ayyukan BadNets sun nuna madaidaicin alamar tsayawa wanda ke karanta alamar alama a matsayin 'iyakan sauri.' Ana fallasa tsarin zamani saboda suna horar da bayanan sikelin yanar gizo. Masu bincike sun nuna cewa siyan wuraren da suka ƙare a bayan ɗan ƙaramin juzu'i na URLs na bayanai na iya cutar da shahararrun bayanan hoto na ƴan daloli kaɗan. Hakanan ana iya samun ƙirar harshe ta baya ta hanyar ingantaccen bayanai masu guba ko misalai na koyarwa.
Fahimtar Fasaha
Alamar bayan gida mai tsabta tana da haɗari musamman: samfuran guba suna kiyaye takalmi daidai kuma suna kallon al'ada ga masu bitar ɗan adam, duk da haka sun haɗa fasalin faɗakarwa da ƙirar ta koya don haɗawa da ajin manufa. A cikin ƙididdiga, gabatar da faɗakarwa tana jujjuya hasashen yayin da tsaftataccen daidaito ya tsaya tsayin daka, don haka daidaitaccen inganci ba zai taɓa kama shi ba. Kare ya haɗa da haɗakar kunnawa, sa hannu na gani, sake ginawa, da kuma tantance bayanan.
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 Guba Data da Hare-Hare A Baya
Kamar yadda sarƙoƙin samar da kayayyaki ke dogaro da bayanan da aka goge, matakan da aka riga aka horar da su, da daidaitawa na ɓangare na uku, guba yana jujjuya daga ka'idar zuwa barazanar sarkar wadata ta gaske. Yi tsammanin sa hannu akan saitin bayanai da ƙa'idodin tabbatarwa, ingantaccen horo mai ƙarfi wanda ke da iyaka da lalacewa daga ƙayyadadden adadin maki masu guba, da ci gaba da duba samfuran bayan gida kafin turawa. Masu gudanarwa da tsarin tsaro kamar MITER ATLAS sun fara kula da guba azaman haɗarin koyon injin aji na farko.
Aiwatar da Gaskiyar Duniya
Samfurin hangen nesa don motoci masu tuƙa da kansu suna kuskuren karanta alamar tsayawa azaman alamar iyakacin sauri lokacin da ƙaramin sitika ya kasance.
Guba bayanan hoton jama'a da arha ta hanyar sace wuraren da suka ƙare waɗanda ke ɗaukar ɗan guntun URLs na hoton sa.
Komawa samfurin kammala lambar don haka ɓoyewar jumla mai sauri ta sanya shi saka lambar da ba ta da tsaro
ɓata ra'ayoyin horon da aka tattara na matatar spam don haka takamammen saƙon imel na ƙeta su shiga
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
Bayanai na roba
Tambayoyin da ake yawan yi
What is Data Poisoning and Backdoor Attacks?
Guba bayanai na lalata samfurin ta hanyar yin lalata da bayanan horonsa, kuma hare-haren bayan gida suna ɓoye sirrin abin da ke sa ƙirar ta yi kuskure a kan umarni. Suna da mahimmanci saboda ƙirar suna ƙara koyo daga goge-goge, tattara bayanai waɗanda maharan za su iya gurɓata cikin nutsuwa.
Menene ya bambanta harin bayan gida da harin guba na gaba ɗaya?
Samfuran da aka ba da baya suna aiki akai-akai akan abubuwan shigarwa masu tsafta kuma suna samar da abin da maharin ke fitarwa kawai lokacin da ɓoyayyiyar faɗakarwa ta bayyana.
Me yasa hare-haren bayan gida mai tsabta ke da wahalar ganowa?
Saboda misalan gubar suna da ingantattun takalmi kuma sun bayyana na yau da kullun, bita na ɗan adam da daidaitattun ingantattun daidaito ba sa tuta su.
Menene binciken BadNets ya shahara ya nuna?
BadNets ya nuna madaidaicin alamar zirga-zirgar kofa wanda ke kuskuren karanta alamun tsayawa da aka yiwa alama da ƙaramin sitika.
Ta yaya masu bincike suka nuna ma'aunin bayanan yanar gizo na iya zama guba mai rahusa?
Saboda bayanan bayanan suna nunin hotuna ta URL, siyan wuraren da ba a gama ba suna barin maharan su sarrafa waɗannan hotunan akan ƙaramin farashi.
A cikin waɗannan wanne ne sanannen kariya daga hare-haren bayan gida?
Tsaro suna nazarin abubuwan kunnawa na ciki don raba guba daga misalai masu tsabta, a tsakanin sauran hanyoyin ganowa.