Cong mu bokk ci
Cong inference membership dafay jéema xam ndax ay done yu benn nit lañu jëfandikoo ngir tàggat benn model, ci saytu model bi kese.
Résumé
It matters because confirming someone was in a medical or financial training set can itself be a serious privacy breach.
Plongeur bu xóot
Inference Membership dafay jëfandikoo ab intuition bu yomb: model yi dañuy wuute ci doxalin ci done yi ñu jàng ci seen bopp ci diiru tàggat yaram ak done yi ñu musul gis. Cong bi am solo ci 2017 bi Shokri ak ay naataango tàggat ay 'model shadow' yuy toppandoo target bi, ba noppi tàggat benn classifier ngir xàmmee motifs confiance yu ndaw yi ak ñi nekkul ndaw yi. Cong yu bari ci ginaaw ñoo gëna yomba: misaalu nit ku bokk ci kuréel gi dafay faral di jur ñàkka am lu néew wala wóolu boppam bu gëna rëy ci ki bokkul ci kuréel gi. Overfitting dafay yokk bërëb bi, moo tax dokimaa yuñ jottali bu baax wala yu bariwul ñooy gëna feeñ. Loraange gi mingi aju ci mbir mi. Sudee ab xeetu malaad buñu tàggat rek ci malaad yu am benn feebar, firndeel ni bokk na ci dafay wane feebar bi. Cong yooyu ñooy test empirik biñ gëna xam ndax model bi dafay sacc ay done yuñ tàggat.
Gis-gis xarala
Cong bi gëna am doole ci jamono jii, lu melni Likelihood Ratio Attack (LiRA), dafay kalibre jafe-jafe bu nekk ci misaal bu nekk ci méngale ñàkkaale model biñ bëgga am ci benn dokimaa ak ñàkka séddale ci model yu bari yuñ tàggat ak yu amul dokimaa boobu. Etalonnage bii dafay dindi bruit bi ci misaal yu yomb wala yu dëgër, di ñaw siñaal bi diggante mbootaay mi ak ñi nekkul mbootaay mi, ba noppi yokk bu baax tolluwaayu dëgg-positif ci tolluwaayu njuumte-positif yu néew.
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 Cong Inference Ndawu Ndaw
Ginaaw model yi dañuy gëna tàggat ci done yu bopp, inference membership dafay nekk audit buñu wara def, nekkul curiosité akademik. Regulators yiy tekki GDPR ak yoon yu mel noonu, dañuy gëna jëfandikoo ay done yuñ jàngat ni ay done yu bopp, kon song yi dañuy yokk ñaari yoon test yu ñuy sàmmoonte. Kaaraange gu mag gi, differential privacy, dafay joxe ay pexe yuñ mëna firnde waaye dafay njëg njub, di puus gëstu ci kontabilite privacy bu gëna dëgër, aar bu tànneef ci dokimaa yu bari, ak masin unlearning ngir dindi nit ñi ci laaj.
Doxal ci àdduna dëgg
Saytu xeetu diagnostic bu hopitaal ngir xool ndax dokimaa malaad yi mën nañu leen xàmmee ni ay done yuñ tàggat
Wane GDPR-leakage bu jëm ci wane ab xeetu dokimaa jëfandikukat buñu bind
Red-teaming xeetu làkk ngir saytu ndax imeel wala këyitu bopp ñu ngi ci corpus tàggat yaram
Dañu jàngat ndax tàggat yaram bu wuute ci wàllu nëbbëtu moo tëj bërëb bi am ci diggante waa kuréel gi ak ñi bokkul ci kuréel gi
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.
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Gis bi ci topp
Cong mu gaaw ci pikiir
Laaj yi ñuy faral di laaj
What is Membership Inference Attacks?
Cong inference membership dafay jéema xam ndax ay done yu benn nit lañu jëfandikoo ngir tàggat benn model, ci saytu model bi kese. Dafa am solo ndax firndeel ni nit defa nekkoon ci tàggat yaram ci medsin wala ci wàllu xaalis ci boppam mën na nekk ñaawtéef bu rëy ci wàllu nëbbëtu.
Lan mooy attack inference membre bi di jéema xam?
Cong bi dafay wane ni bokk na ci: ndax dañu jëfandikoo benn poñ de done ngir tàggat model bi, te loolu ci boppam mën na sacc ay leeral yu am solo.
Ban xeetu moomeel moo gëna yokk ñakk kattan gi ci njang mii?
Overfitting dafay yaatal bërëb bi am ci diggante nit ñi ñuy tàggat ak done yuñu gisul, suko defee ñu gëna yomba gis nit ñi.
Ban pexe lañu def ci 2017 Shokri et al. attack
Taggat nañu ay xeetu lëndëm yuy toppandoo mbir mi ñuy wut ngir sos jeffin ju bokk ci/ku nekkul ci ndaw ngir benn classifier attaque.
Lan moo waral inference membership mën na jur loraange doonte kenn xamul limu ëmb ci dosiye bi?
Sudee ab done dafa am màndarga bu am solo, firndeel nekkinu nit rek mooy wane màndarga boobu.
Lan moo tax Cong Ratio Likelihood (LiRA) gëna am doole ci wàllu ñàkka doytu?
LiRA dafay méngale ñàkkaale biñ bëgga am ak séddale yi bawoo ci xeetu tàggat ak bu amul enregistrement bu nekk, di dindi bruit bu jafe ci misaal bu nekk.