Byagenze bite
Itsinda ryabashakashatsi bane basaba 4MAS, cyangwa 4 Module Awake / Gusinzira, macroarchitecture yo gukomeza kwiga muburyo bwimitsi. Ibisobanuro bya arXiv bivuga ko bihuza igice cya asimmetrike, gutandukanya uburyo bwo kwibuka igihe kirekire nigihe gito, uburambe bwo gusubiramo hamwe nigihe cyo gusinzira hagati yimirimo yo kwiga yiyongera. Abanditsi bavuga ko 98.3% ari ukuri kuri Split-MNIST, 84.9% kuri Split-Fashion-MNIST na 29.29% kuri Split-CIFAR-100.
Inyandiko ya arXiv igaragaza impapuro zanditswe na Benjamin Smith, Levin Kuhlmann, Kaushik Roy na Gideon Kowadlo, zatanzwe ku ya 20 Kanama 2026. Abanditsi basobanura ubucuruzi bumenyerewe mukwiga imashini hagati yo guhuza nuburyo bushya no kubungabunga ubumenyi bwambere. Bavuga ko mugihe ubushobozi bwo gukomeza-kwiga budahari, sisitemu irashobora gukenera kongera gutozwa kuri dataset yose. Ubwo buryo burashobora guhinduka mugihe amakuru yumwimerere ataboneka kubera imipaka yububiko, amafaranga yimari cyangwa kubara, cyangwa kubuza ubuzima bwite. Izi nimpapuro zavuzwe nimpamvu, ntabwo ari gihamya ko 4MAS itarakemura izo mbogamizi mubikorwa.
Sisitemu yatanzwe yitwa 4MAS, ngufi kuri 4 Module Kanguka / Gusinzira. Ibisobanuro byerekana nkurwego rwohejuru rwahumetswe nibitekerezo bifitanye isano no guhuza ibinyabuzima. Yibanze ku bitekerezo bitatu: gusubiramo uburambe, gusinzira REM no kubogama. Mubisobanuro byabanditsi, ubwubatsi bukoresha igice cya asimmetrike, hamwe na buri ruhande rufite uburyo bwigihe kirekire kandi bwigihe gito bwo kwibuka. Harimo kandi igihe cyo gusinzira hagati yimirimo yo kwiga yiyongera. Ibisobanuro ntibisobanura uburyo module zishyirwa mubikorwa, uko impande zombi zitandukana mubikorwa, uko amakuru yimurwa hagati yabo, cyangwa uburyo icyiciro cyo gusinzira gihindura ibipimo byicyitegererezo. Ishiraho rero igishushanyo mbonera ariko ntabwo ibisobanuro byubuhanga bikenewe kugirango tubisuzume byuzuye.
Abanditsi batanga ibisubizo kuri bitatu byitwa datasets: Gutandukanya-MNIST, Gutandukanya-Imyambarire-MNIST na Split-CIFAR-100. Ibisobanuro bitanga ibisobanuro kuri 98.3%, 84.9% na 29.29%, kandi biranga ibisubizo nkirushanwa. Inkomoko ntisobanura protocole yisuzuma inyuma yiyo mibare, harimo urutonde rwimirimo, kubara ibipimo, umubare wimikorere, igereranya ridashidikanywaho cyangwa uburyo bwo kugereranya. Ntabwo kandi ivuga niba indangagaciro zavuzwe ari ukuri kwanyuma, impuzandengo yukuri kubikorwa cyangwa ikindi gipimo. Ibisobanuro ntibishobora gukuraho byerekana muburyo bune, uburyo bwo gusubiramo, intera yo gusinzira cyangwa imiterere y'ibihugu byombi byagize uruhare mubisubizo.
Ibisobanuro birambuye: arxiv.org ↗
Impamvu ari ngombwa
Kwiga guhoraho nikibazo nyamukuru kuri sisitemu ya AI igomba gukuramo amakuru ahinduka udatakaje ubushobozi bwambere. Igishushanyo mbonera gitanga urwego rwubushakashatsi bwo gusuzuma niba gutandukana kwubwubatsi no guhuza ibitotsi bishobora guhuza ibyo bicuruzwa. Ibisubizo byatangajwe ni ibanziriza: inkomoko ibagaragaza ko irushanwa ariko ntigaragaza ko iruta uburyo bwo kuyobora cyangwa kwerekana imikorere muri sisitemu yoherejwe.
Gukomeza kwiga byingenzi kuko sisitemu ya AI ivugururwa inshuro nyinshi irashobora gutakaza ubushobozi bwambere mugihe yize bundi bushya. Urupapuro rwerekana iki nkikibazo gifatika aho kuba ikibazo gusa: kongera imyitozo kuri dataset yumwimerere yuzuye birashobora kugorana niba ayo makuru agomba gusibwa, adashobora kubikwa, ahenze kuyatunganya cyangwa abujijwe kubwimpamvu bwite. Icyitegererezo gishobora kugumana amakuru yingirakamaro mugihe wiga buhoro buhoro gishobora, muburyo bwo kugabanya gukenera imyitozo yuzuye. Inkomoko ntabwo yerekana ko 4MAS igera kuri izo nyungu zikorwa, ariko irerekana ikibazo gifite ingaruka zitaziguye zo kubungabunga sisitemu ya AI igihe kirekire.
Urupapuro rwubushakashatsi rwubushakashatsi nugushaka guhuza uburyo bwinshi bujyanye no kwibuka muburyo bumwe. Ubunararibonye busubiramo adresse kugumana usubiramo amakuru yambere; maremare maremare nigihe gito yibikoresho bitanga igabana ryimikorere yibikorwa; kandi icyiciro cyo gusinzira kigamije gushyigikira guhuza hagati yo kwiga ibice. Ibice byombi byongeramo hypothesis: ibice by'icyitegererezo bitamenyerewe bishobora gutanga umurengera cyangwa umwihariko. Niba nyuma yubushakashatsi bwemeza ko ibyo bintu bikorana, urwego rushobora guha abashakashatsi uburyo bweruye bwo kwiga uburyo ishyirahamwe ryubwubatsi rigira ingaruka kumitekerereze no guhuza imiterere yimiterere yimitsi. Kuri iki cyiciro, ibyo birashoboka mubushakashatsi, ntabwo aribyiza byagaragaye.
Umubare ngenderwaho watanzwe ugomba gusobanurwa muri make. Berekana ko imyubakire yabanditsi yatanze ibisubizo byapimwe kuri datasets eshatu zikomeza-kwiga, ariko abstract ntabwo yerekana ko aribyiza kuruta ubundi buryo bwa none, bihendutse guhugura, bito gukora cyangwa byizewe mugihe gihinduka ryukuri. Igisubizo cya CIFAR-100 nacyo ntigishobora kugereranywa nindi mibare yombi utazi imiterere yinshingano nuburyo bwo gusuzuma. Inkomoko nta kimenyetso itanga kijyanye no kubungabunga ubuzima bwite, gukora igihe kirekire, gukomera kubikorwa bitandukanye cyangwa imyitwarire iyo ikwirakwizwa ryamakuru rihindutse hanze yikigereranyo. Nta bicuruzwa bigezweho, serivisi rusange cyangwa abakoresha-bakoresheje ibyoherejwe.
Uburyo bukoreshwa: Uburyo bukora
Shakisha ikoranabuhanga ryihishe inyuma yiri terambere.
In AI, what are a model's "parameters"?
Ibyo kureba
Ibimenyetso byingenzi bizakurikiraho bizagereranywa muburyo burambuye nuburyo bukomeza bwo kwiga, ibizamini byo gukuraho bitandukanya ingaruka zo gusubiramo, gusinzira no kuba impuguke zombi, no kwemeza birenze imibare itatu yatangajwe. Inyandiko ya arXiv ni verisiyo imwe; ntabwo ishyiraho urungano rusubirwamo, kwigana byigenga, kode iboneka, gahunda-yisi yoherejwe cyangwa niba ubwubatsi bugabanya amakuru-kubika no kongera ibiciro.
Urupapuro rwuzuye rugomba gusobanura uburyo 4MAS ishyira mubikorwa module zayo enye nicyo ijambo asimmetric hemispheres risobanura muburyo bwo kubara. By'umwihariko, abasomyi bagomba gushakisha konti yukuri kubyo buri module ibika, niba module yakira imirimo cyangwa amakuru atandukanye, uko ibyo bahanuye byahujwe nuburyo ubumenyi bugenda hagati yibuka ryigihe kirekire nigihe gito. Ibice byo gusinzira nabyo bikenera ibisobanuro bikora: igihe cyacyo, gahunda, kuvugurura amategeko nubusabane bwo gusubiramo ntabwo byatanzwe mubisobanuro. Ubushakashatsi bwo gukuraho bukuraho ikintu kimwe icyarimwe byaba ngombwa muguhitamo niba imyitwarire ivugwa ituruka mubihugu byombi, gusubiramo, guhuza ibitotsi cyangwa guhuza ubushobozi bwububiko.
Ibindi byemezo bigomba gusuzuma niba ibisubizo byatangajwe bifata munsi yuburyo butandukanye bwo kwiyongera hamwe nuburyo bukomeye bwo gukwirakwiza impinduka. Ibimenyetso byingirakamaro bikubiyemo kugereranya nuburyo bwashizweho bwo gukomeza-kwiga, ibigeragezo byagarutsweho hamwe nigereranya ridashidikanywaho, ibipimo byo kwibagirwa kimwe nukuri, hamwe no kubara ibipimo bibarwa, igihe cyamahugurwa no gukoresha kwibuka. Inkomoko yizina gusa Split-MNIST, Split-Fashion-MNIST na Split-CIFAR-100. Ntabwo ishyiraho imikorere kurindi mibare yamakuru, uburyo, moderi nini cyangwa igenamiterere aho amakuru yumwimerere ataboneka. Ibyo bizamini byerekana niba ubwubatsi bukemura moteri ifatika yasobanuwe nabanditsi.
Urupapuro rwa arXiv rugaragaza ko rwatanzwe nka verisiyo ya mbere kandi ntiruvuga ko akazi kakozwe n'urungano. Ibimenyetso bikurikira byo kureba ni kwigana byigenga, kode rusange hamwe nuburyo bwo kugerageza, hamwe na verisiyo ivuguruye itanga ibisobanuro byuburyo bwabuze. Ntibizwi kandi niba uburyo bwabanditsi bushobora kwipimisha kurenza ibipimo bingana nubushakashatsi cyangwa niba module yinyongera hamwe nicyiciro cyibitotsi bitanga ibiciro bifatika byo kubara cyangwa kwibuka. Kugeza ubwo ibyo bibazo bisubijwe, 4MAS yunvikana neza nkubushakashatsi bwubushakashatsi bwateganijwe hamwe nibisubizo byibanze, aho kuba igisubizo cyerekanwe kubikorwa bya AI.