Uburozi bwamakuru hamwe nibitero byo hanze
Uburozi bwamakuru bwonona icyitegererezo muguhindura amakuru yimyitozo, kandi ibitero byo hanze bihisha imbarutso yibanga ituma icyitegererezo kititwara neza kubuyobozi.
Incamake
They matter because models increasingly learn from scraped, crowdsourced data that attackers can quietly contaminate.
Kwibira cyane
Ibitero byuburozi bigabanyijemo intego ebyiri nini. Ibitero biboneka bigamije gutesha agaciro ukuri muri rusange utera ingero zanditse nabi cyangwa zangiritse. Ibitero byibasiwe ninyuma ni sneakier: icyitegererezo gikora neza kumasoko asanzwe ariko gitanga igitero cyatoranijwe nigitero igihe cyose imbarutso ihishe igaragara, nka pisikeli ntoya, interuro yihariye, cyangwa amazi atagaragara. Igikorwa cya BadNets cyerekanaga ikimenyetso cyo guhagarika ikimenyetso gisoma ikimenyetso cyanditseho 'umuvuduko ntarengwa.' Sisitemu zigezweho ziragaragara kuko zitoza kurubuga-rwamakuru. Abashakashatsi berekanye ko kugura domaine yarangiye inyuma yagace gato ka URL ya dataset bishobora kwangiza imibare yamakuru azwi kumadorari magana. Ururimi rwindimi narwo rushobora gusubizwa inyuma hifashishijwe uburozi bwiza bwo guhuza amakuru cyangwa ingero zerekana.
Ubushishozi
Inyuma yisuku yinyuma yinyuma iteye akaga cyane: ingero zuburozi zigumana ibirango byukuri kandi bisa nkibisanzwe kubasuzuma abantu, nyamara bashizemo imbarutso yikitegererezo yiga guhuza nicyiciro runaka. Mugusuzuma, kwerekana imbarutso bihindura ibyahanuwe mugihe ubunyangamugayo busukuye buguma hejuru, bityo kwemeza bisanzwe ntabwo bigifata. Ubwunganizi burimo gukusanya ibikorwa, umukono wikurikiranwa, imbarutso yo kwiyubaka, hamwe no kugenzura amakuru yerekanwe.
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'uburozi bwa Data hamwe n'ibitero byo hanze
Mugihe urunigi rutanga rushingiye kumibare yakuweho, uburemere bwateganijwe, hamwe nundi muntu-uhuza neza, uburozi bugenda buva mubitekerezo bujya mubibazo byukuri. Tegereza umukono wa dataset hamwe nibipimo ngenderwaho, amahugurwa yemejwe-akomeye yerekana ibyangiritse biturutse ku mubare uteganijwe w’uburozi, hamwe no gusikana inyuma y’icyitegererezo mbere yo koherezwa. Abashinzwe umutekano hamwe nuburyo bwumutekano nka MITER ATLAS batangiye gufata uburozi nkicyiciro cya mbere cyo kwiga imashini.
Gushyira mu bikorwa Isi
Icyerekezo cyerekanwe kumodoka yikorera wenyine gusoma nabi ikimenyetso cyo guhagarara nkikimenyetso ntarengwa-mugihe icyapa gito gihari
Uburozi ishusho rusange dataset ihendutse mugushimuta domaine yarangiye yakira agace ka URL yishusho yayo
Gusubira inyuma kode-yo kurangiza kuburyo rero interuro ihishe ituma yinjiza code idafite umutekano
Kwangiza spam muyunguruzi ya rubanda itanga ibitekerezo kuburyo imeri yihariye imeri inyerera
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
Amakuru yubukorikori
Ibibazo bikunze kubazwa
What is Data Poisoning and Backdoor Attacks?
Uburozi bwamakuru bwonona icyitegererezo muguhindura amakuru yimyitozo, kandi ibitero byo hanze bihisha imbarutso yibanga ituma icyitegererezo kititwara neza kubuyobozi. Ntacyo bitwaye kuko abanyamideli bagenda bigira kumakuru yakuweho, abantu benshi bashobora gutera umwanda bucece.
Niki gitandukanya igitero cyinyuma nigitero rusange cyuburozi kiboneka?
Moderi yinyuma ikora mubisanzwe byinjira kandi ikabyara umusaruro wibitero gusa mugihe imbarutso ihishe igaragara.
Kuki ibitero bisukuye inyuma yibitero bigoye kubimenya?
Kuberako ingero zifite uburozi zifite ibirango byukuri kandi bigaragara nkibisanzwe, isuzuma ryabantu hamwe nukuri kwemeza ntabwo bibashyira ahagaragara.
Ubushakashatsi bwa BadNets bwerekanye iki?
BadNets yerekanaga inyuma yimodoka-ibyapa byerekana ibyiciro bisoma nabi ibimenyetso byahagaritswe byanditseho akantu gato.
Nigute abashakashatsi berekanye imibare yurubuga rushobora kwangirika bihendutse?
Kuberako imibare yerekana amashusho ukoresheje URL, kugura domaine zashize reka abateye kugenzura ayo mashusho kubiciro bito.
Ninde murimwe murirwo ruzwi rwo kwirinda ibitero byinyuma?
Ubwunganizi busesengura ibikorwa byimbere kugirango bitandukanya uburozi nurugero rusukuye, mubundi buryo bwo gutahura.