Ingero zo guhangana no gukomera
Ingero zurwanya ni inyongeramusaruro ihungabanijwe n'utuntu duto, akenshi tutumvikana bitera icyitegererezo gukora ibyiringiro, bitari byo.
Incamake
Robustness is the field dedicated to defending against them, and it reveals deep gaps between machine and human perception.
Kwibira cyane
Muri 2013-2014, abashakashatsi berekanye ko kongeramo urusaku rwakozwe neza, hafi-itagaragara yerekana urusaku ku ishusho bishobora guhinduranya ibyiciro kuva kuri 'panda' kugeza kuri 'gibbon' bafite ikizere cyinshi. Izi ngero zurwanya zikoresha uburyo imiyoboro yimitsi yiga imipaka ifata ibyemezo byacitse mumwanya muremure. Ibitero mubisanzwe byera-agasanduku (uwibasiye azi icyitegererezo kandi agakoresha gradients, nko muri FGSM na PGD) cyangwa umukara-agasanduku (ibisubizo gusa biragaragara). Igitangaje, ingero zurwanya akenshi zihererekanya hagati yuburyo butandukanye, zituma ibitero bitinjira imbere. Akaga ni ingirakamaro: ibyuma byisi-byisi birashobora kubeshya ibimenyetso byerekana ibimenyetso, kandi gutera inshinge 'gufungwa' ni imvugo-yerekana imvugo. Ubushakashatsi bukomeye bushakisha icyitegererezo cyitwara neza nubwo cyaba kibi cyane, cyangwase.
Ubushishozi
Ibitero byinshi bishingiye kuri gradient: FGSM itera intambwe imwe mu cyerekezo cyikimenyetso cyigihombo cyerekeranye ninjiza, mugihe PGD isubiramo ibi mumipira mito (urugero, L-infinity) ikikije ibyinjira byambere. Ikirwanisho kizwi cyane ni imyitozo yo guhangana, kongera imyitozo ku ngero zo guhangana, zakozwe nkikibazo cya min-max: kugabanya igihombo cyatewe no kwikuramo ibibazo. Itezimbere imbaraga ariko mubisanzwe igura neza kandi ikabara.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Ejo hazaza h'ingero zo guhangana no gukomera
Mugihe AI yinjiye muri sisitemu zikomeye z'umutekano, imbaraga zigenda ziva mumatsiko yo kwiga zikenewe mubuhanga. Imirimo irakomeje kubirindiro byemewe byemeza ko nta mibare ihungabana ishobora guhindura umusaruro, no gukomera ku bitero bigari, bigoye guhura n’ibibazo by’ururimi runini, nko gufungwa no guterwa inshinge. Witegereze ibipimo ngenderwaho bihanganye, imiyoboro itukura-hamwe, hamwe nigitutu cyo kugenzura imiterere ikoreshwa mumodoka yigenga, umutekano, nubuvuzi kugirango yerekane ko ari ukuri kwizerwa.
Gushyira mu bikorwa Isi
Abashakashatsi bashyize uduce duto duto ku kimenyetso cyo guhagarara cyateje icyerekezo cyo kuyisoma nabi nk'ikimenyetso kigabanya umuvuduko, byerekana ko isi ibangamira imodoka zitwara.
Amakipe yumutekano yamenyekanye-isura yumutuku mumaso hamwe nibice byabanzi byanditse kumadarubindi cyangwa imyenda ihunga cyangwa ibicucu bihuye.
Akayunguruzo ka spam na malware bigenzurwa hamwe ninyongeramusaruro zinjiza zibika imitwaro mibi mugihe ucyuye ibyiciro byashize.
Abashinzwe iterambere rya LLM birinda guhita baterwa inshinge 'gufungwa', imvugo igereranya ingero zurwanya, ibyo byerekana amayeri yo kwirengagiza amabwiriza yumutekano.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Imiyoboro rusange yo guhangana
Ibibazo bikunze kubazwa
What is Adversarial Examples and Robustness?
Ingero zurwanya ni inyongeramusaruro ihungabanijwe n'utuntu duto, akenshi tutumvikana bitera icyitegererezo gukora ibyiringiro, bitari byo. Gukomera ni umurima wahariwe kubarwanya, kandi ugaragaza itandukaniro ryimbitse riri hagati yimashini n imyumvire yabantu.
Ni uruhe rugero rwo guhangana?
Ingero zo guhangana zongeramo utuntu duto, twakozwe neza nitonze abantu batabona ariko bayobya icyitegererezo mumakosa yo kwigirira icyizere.
Ni iki gitandukanya igitero 'cyera-agasanduku' n'igitero 'umukara-agasanduku'?
Abazungu batera agasanduku bazi icyitegererezo kandi barashobora gukoresha gradients zayo; umukara-agasanduku yibasiye abona gusa ibyinjira nibisohoka.
Nubuhe buryo bukoreshwa cyane mukuzamura imbaraga zo guhangana?
Amahugurwa ya Adversarial yongerera imyigire hamwe nibibazo bibi cyane byinjijwe, byakozwe nka min-max optimizme, kandi ni defanse ikomeye yizewe, nubwo ishobora kugabanya ukuri kwukuri.
Ni ukubera iki 'kwimura' ingero zo guhangana zerekeye?
Kuberako ingero zurwanya zihererekanya kuri moderi, uwagabye igitero arashobora kubikora kuri moderi ya surrogate kandi agatsinda neza intego adashobora kugenzura.
Ni ubuhe buryo bunini bw'ururimi-rwerekana urugero rw'ingero zo guhangana?
Gufungwa no gutera inshinge byihuse byinjijwe bikoresha LLM mu myitwarire idahwitse cyangwa idateganijwe, igereranya ibitero byo guhangana mubyerekezo.