Ihe Nlereanya Mmegide na Ike
Ihe atụ nke mmegide bụ ntinye nke obere mgbanwe na-akpaghasị, na-enwekarị mgbanwe na-enweghị atụ nke na-eme ka ihe atụ nwee ntụkwasị obi, amụma na-ezighi ezi.
Nchịkọta
Robustness is the field dedicated to defending against them, and it reveals deep gaps between machine and human perception.
Ime miri emi
N'afọ 2013-2014, ndị nchọpụta gosiri na ịgbakwụnye usoro mkpọtụ a na-eme nke ọma, nke na-adịghị ahụ anya na onyonyo nwere ike iji ntụkwasị obi dị elu tụgharịa ihe nhazi ọkwa site na 'panda' gaa na 'gibbon'. Ihe atụ mmegide ndị a na-erigbu eziokwu ahụ bụ na netwọkụ akwara na-amụta oke mkpebi na-emebi emebi na oghere dị elu. Mwakpo na-abụkarị igbe ọcha (onye na-awakpo ahụ maara ihe nlereanya ma na-eji gradients, dị ka ọ dị na FGSM na PGD) ma ọ bụ igbe ojii (naanị ihe a na-ahụ anya). N'ụzọ dị ịrịba ama, ihe atụ mmegide na-ebufekarị n'etiti ụdị dị iche iche, na-eme ka mwakpo na-enweghị ohere ime. Ihe egwu dị na ya bara uru: ihe mmado nke ụwa nwere ike ịghọgbu ndị nchọpụta nkwụsị akara, yana ịgbanye 'jailbreak' ozugbo bụ ihe atụ asụsụ. Nchọpụta siri ike na-achọ ụdị ndị na-akpa agwa nke ọma ọbụlagodi n'ọnọdụ kacha njọ, mmegide mmegide.
Nghọta nka nka
Ọtụtụ ọgụ na-adabere na gradient: FGSM na-ewere otu nzọụkwụ n'akụkụ akara nke gradient ọnwụ n'ihe gbasara ntinye, ebe PGD na-ekwupụta nke a n'ime obere bọọlụ nwere oke (dịka ọmụmaatụ, L-infinity) gburugburu ntinye mbụ. Ihe nchekwa kacha sie ike bụ ọzụzụ ọgụ, ọzụzụ azụ azụ n'ihe atụ ndị na-emegide, emepụtara dị ka nsogbu min-max: belata mfu megide mkpagbu kacha njọ. Ọ na-eme ka ike sie ike mana ọ na-efukarị izi ezi na ịgbakọ.
Mmetụta atụmatụ
Ọnụ ego na mmefu ego
Mkpebi ihe owuwu ụlọ na-akwalite arụmọrụ yana ọnụ ahịa ọrụ ruo ọtụtụ afọ.
Mkpebi doro anya
Nkà mmụta nka na-enyere ndị otu egwuregwu aka ịhọrọ nchịkọta ziri ezi, ọ bụghị naanị nke kachasị ọhụrụ.
Quality akara
Nhọrọ injinia ka mma na-ebelata ihe omume ntụkwasị obi na mmepụta.
Ọdịnihu nke Ihe Nlereanya Mmegide na ịdị ike
Ka AI na-abanye na sistemu nchekwa dị oke egwu, ike siri ike na-esi n'ọchịchọ agụmakwụkwọ gaa na ihe injinia chọrọ. Ọrụ na-aga n'ihu na nchekwa nchekwa agbaziri agbaziri nke na mgbakọ na mwepụ na-ekwe nkwa na ọ nweghị mkpagha dị n'ime oke nwere ike ịgbanwe nsonaazụ ya, yana n'ịgbasi ike megide mwakpo ndị sara mbara, nke siri ike na-eche ihu ụdị asụsụ buru ibu, dị ka mgbakasị jail na ntụtụ ozugbo. Na-atụ anya akara nhụsianya ahaziri ahazi, pipeline otu na-acha uhie uhie, na nrụgide usoro maka ụdị etinyere na ịnya ụgbọ ala kwụụrụ onwe, nchekwa na ahụike iji gosipụta ntụkwasị obi kacha njọ.
Mmejuputa n'ezie n'ụwa
Ndị na-eme nchọpụta na-etinye obere akwụkwọ mmado anụ ahụ na akara nkwụsị nke mere ka ihe ngosi ọhụụ gụgharịa ya dị ka ihe ịrịba ama na-agba ọsọ ọsọ, na-egosi ihe iyi egwu n'ezie na ụgbọ ala ndị na-anya onwe ya.
Ndị otu nchekwa amata ihu otu na-acha uhie uhie nwere ihe mgbochi ebipụtara na ugogbe anya ma ọ bụ uwe na-ezere ma ọ bụ aghụghọ dabara na njirimara.
A na-enyocha ihe nzacha spam na malware site na ntinye aka mgbagha nke na-echekwa ụgwọ akwụ ụgwọ obi ọjọọ mgbe ọ na-apụ na ọkwa ọkwa gara aga.
Ndị mmepe LLM gbachitere megide ịgba ọgwụ mgbochi 'jailbreaks' ngwa ngwa, asụsụ analog nke ihe atụ mmegide, ụdị aghụghọ ahụ n'ime ileghara ntuziaka nchekwa anya.
Ihe ize ndụ & okporo ụzọ nche
Ịkwalite otu akara ngosi nwere ike zoo adịghị ike sistemụ sara mbara.
A na-eledakarị ihe akụrụngwa na ụgwọ ọrụ anya.
Ọdịiche nchekwa na nleba anya nwere ike itolite ka sistemu na-adịwanye mgbagwoju anya.
Map mmejuputa
Kọwaa latency, ịdịmma na ebumnuche ọnụ ahịa tupu mmejuputa ya.
Benchmark n'okpuru ibu dị adị na ọnọdụ data.
Nleba anya akụrụngwa maka mperi, ịkpafu na mmetụta onye ọrụ.
Kwadebe ụzọ nzaghachi azụghachi azụ na ihe omume tupu ịchachaa.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Netwọk mgbasa ozi Generative
Ajụjụ a na-ajụkarị
What is Adversarial Examples and Robustness?
Ihe atụ nke mmegide bụ ntinye nke obere mgbanwe na-akpaghasị, na-enwekarị mgbanwe na-enweghị atụ nke na-eme ka ihe atụ nwee ntụkwasị obi, amụma na-ezighi ezi. Ike bụ ubi a raara nye ịgbachitere ha, ọ na-ekpughekwa oghere miri emi n'etiti igwe na nghọta mmadụ.
Gịnị bụ ihe atụ mmegide?
Ihe atụ ndị iro na-agbakwụnye obere nsogbu ndị e ji nlezianya chepụta bụ́ ndị ụmụ mmadụ na-adịchaghị achọpụta ma na-aghọgbu ihe nlereanya ahụ n'ime mmehie dị elu.
Kedu ihe dị iche ọgụ 'igbe ocha' na mwakpo 'igbe ojii'?
Ndị na-awakpo igbe na-acha ọcha maara ihe nlereanya ahụ ma nwee ike iji gradients ya; Ndị na-awakpo igbe ojii na-ahụ naanị ntinye na ntinye.
Kedu ihe nchekwa a na-ejikarị eme ihe maka imeziwanye ike ọgụ?
Ọzụzụ ndị iro na-abawanye mmụta site na ntinye ihe gbagwojuru anya nke kacha njọ, emebere dị ka njikarịcha min-max, yana bụrụkwa nchekwa kacha sie ike, n'agbanyeghị na ọ nwere ike ibelata izi ezi dị ọcha.
Gịnị kpatara 'nfefe' nke ihe atụ mmegide ji gbasara?
N'ihi na ihe atụ mmegide na-ebufe n'ofe ụdị, onye na-awakpo nwere ike chepụta ha n'ụdị nnọchi wee wakpo ebumnuche ha enweghị ike inyocha.
Gịnị bụ analọgụ nnukwu-asụsụ ihe atụ nke mmegide?
Emebere mgbawa jailbreak na injections ozugbo bụ ntinye nke na-emegharị LLM n'ime omume adịghị mma ma ọ bụ nke a na-atụghị anya ya, yana ọgụ megide ọgụ n'ọhụụ.