Dangar Done ak Cong Backdoor
Done poisoning dafay yàq model bi ci di soppi done yi mu tàggat, ba noppi attack backdoor yi dañuy nëbb ab sekkere buy tax model bi baña doxalee bu baax ci ndigal.
Résumé
They matter because models increasingly learn from scraped, crowdsourced data that attackers can quietly contaminate.
Plongeur bu xóot
Cong mu dangar dafa xaajaloo ñaari mébet yu mag. Cong disponibilite yi deñuy fexe ngir wàññi njubte gi ci dugal misaal yu jaarul yoon wala yu yàqu. Cong bi ñuy teg ci buntu bi ci ginaaw ñoo gëna nëbbu: model bi dafay def bu baax ci duggal yu baax yi waaye dafay defar benn génne bu songekat bi tànn saa yu benn trigger bu nëbbu feeñee, lu melni patch pixel bu ndaw, benn frase bu amul benn werante, wala benn filigran buñudul gis. Liggéeyu BadNets wonena ap siñaal buy taxawal siñaal buy lire siñaal bu ñu màrkee ni 'yamale gaawaay.' Sistem yu bees yi dañu feeñ ndax dañuy tàggat ci done yu yam ci web bi. Gëstukat yi dañu wane ni jënd domen yu jeexal ci ginnàaw benn wàll bu ndaw ci URL yi mën na yàq nataal yu siiw yi ci ay téemeeri dolaar yu néew. Modèle lakk yi mën nañu leen backdoore ci ay done yu baax wala misaali tegtal.
Gis-gis xarala
Backdoor bu sell-label lu am loraange la: misaal yu dangar yi dañuy tëye etiket yu jaar yoon, te dañuy nuru lu jaadu ci nit ñiy xoolaat, waaye dañuy dugal ci màndarga bi model bi jàng ngir boole ak klaas biñ bëgga. Ci inference, wane trigger bi dafay soppi prediction bi fekk njubte bu sell bi dafay des ci kaw, kon validation standard duko musa jàpp. Kaaraange yi bokkunaci clustering biy aktive, anamu siife spectral yi, tabaxaat trigger bi, ak saytu fi done yi bawoo.
njeextalu pexe
Risk ak kaaraange
Gaañ-gaañu IA yu mag yi ak yu bës bu nekk yépp a ngi aju ci ki xam risk yi ak ki mëna def dara.
dogal yu gëna leer
Liggéeyukaay ak xam-xam bu ñépp bokk mooy wane ndax politiku kaaraange bu dëgër mën na am ci wàllu politik.
Cutting through hype
Faram-fàcce yu leer dañuy wàññi li ñuy jàpp ci hype, PR lab, ak tiyaatar bu leerul.
Ëlëgu done yi ak songe yu Backdoor
Ginaaw chaîne supply yi dañu sukkandikoo ci done yuñ raxas, poids yuñ tàggat bu njëkk, ak fine-tuning bu ñetteelu pàrti, poisoning mingi joge ci theorie dem ci chaîne de fourniture dëgg. Xaarandi siif dataset ak provenance standards, sertifiye-robustness tàggat yaram buy tënk loraange yi ci limu poñ yu am dangar, ak wéy di scanner backdoor ci model yi laataa ñuy dugal. Regulatër yi ak kaadar kaaraange yu melni MITRE ATLAS tàmbali nañu jàppee dangar ni risku jàngu masin bu njëkk.
Doxal ci àdduna dëgg
Benn xeetu gis-gis bu oto yuy dawal seen bopp di juum ci lire siñaalu arrêt bi muy siñaal biy tere gaawaay gi sudee amna sticker bu ndaw
Dangay yàq ab setu done nataal bu yomb ci xajamal domen yu jeexal yi yor ab paccu URL nataalam
Backdooring ab xeetu matt kode suko defee ab baat bu nëbbu def ko dugal kode bu wóorul
Dafay yàq feedback taggat bu mbooloo mu filtre spam suko defee ay imeel yu bonn di jaar
Risk yi ak balustrade yi
Jàppale risku nekk gi ni siyaas fiksioŋ fekk kàttan gi dafay yokk.
Jaxasoo kaaraange produit surface ak jubluwaay ci suufu autonomie bu kawe.
Bàyyi nit ñi xamul làkku Àngle ak ñi xamul làkku Angale, ñu am balluwaay yu baaxul.
Roadmap ngir samp gi
Tàqale loraange yi ci produit bi, jëfandikoo bu baaxul, ak risku ñàkka mëna yor / ñàkka méngoo.
Laajteel ban firnde mooy soppi sa xalaat ci kalendriye yi ak tar gi.
Danga taamu balluwaay yu njëkk yi ak jàngat yu fëgër yi moo gën waxtaanu njaay mi.
Xaarandil benn yoonu jëf: liggéey, politik, xaalis, wala xam-xam — du xam-xam kese.
Weyal di banneexu
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Gis bi ci topp
Done yuñ defar
Laaj yi ñuy faral di laaj
What is Data Poisoning and Backdoor Attacks?
Done poisoning dafay yàq model bi ci di soppi done yi mu tàggat, ba noppi attack backdoor yi dañuy nëbb ab sekkere buy tax model bi baña doxalee bu baax ci ndigal. Dañu am solo ndax model yi dañuy gëna jàngee ci done yuñ raxas, yuñ dajale ci mbooloo mi, te songekat yi mën nañu ko yàq ci lu noppi.
Lan moo wuutale attaque backdoor ak attaque poisonnement disponibilité générale?
Modèle yu am buntu ginaaw yi dañuy jëfandikoo ay dugal yu sell te duñu defar li songekat bi bëgga génne su trigger bu nëbbu bi feeñee.
Lan moo waral attack backdoor yu sell yi jafe gis?
Ndax misaal yiñ dangar amnañu etiket yu jaar yoon, te dañu melni lu amul benn njariñ, jàngat nit ñi ak njubteg gëm-gëmu standard duñu leen màndargaal.
Lan la gëstu BadNets wane bu siiw?
BadNets dafa wane benn xeetu siñaal bu am buntu ci ginaaw buy juum ci lire siñaal yiñ màrkee ak benn sticker bu ndaw.
Ci lan la gëstukat yi wane ni mën nañu dangar ci njëg yu yomb ay done ci eskaalu web bi?
Ndax setu done yi dañuy royuwaay ci nataal yi ci URL, jënd domen yu jeexal dafay may songekat yi ñu yoree nataal yooyu ci njëg yu néew.
Ci yii, yan ci ñoom mooy kaaraange guñu xamee ci attack yu bawoo ci backdoor?
Defense yi dañuy jàngat activations yi ci biir ngir tàqale poisoned yi ak misaal yu sell yi, ci yeneen pexe yu ñuy gis.