Byagenze bite
Itsinda ry’abashakashatsi barindwi batanze urupapuro rwa arXiv rusaba ibihembo bishingiye ku muvuduko uhuza (RVM), uburyo bwo guhuza neza uburyo bwo gukwirakwiza ibintu ku byifuzo by’abantu cyangwa intego zihariye. RVM ivugurura umuvuduko wicyitegererezo cyumwanya aho kugirango wongere wubake amahirwe yo kwerekana inzira cyangwa kugereranya amaherezo.
Inkomoko ni arXiv yoherejwe ku ya 24 Kanama 2026, yiswe “Kwiga Kwiyongera Kwiga Kwiga Moderi ya Diffusion hakoreshejwe Umuvuduko Wihuta.” Abanditsi batanga ibihembo neza-nkuburyo bwo guhuza imiterere yo gukwirakwiza kubyo abantu bakunda n'intego zihariye. Icyifuzo cyabo nyamukuru ni uko uburyo buriho bwo kuguza imashini-igereranya imashini zagenewe imiterere ya autoregressive, bigatuma hongerwaho ibintu bigoye kuko moderi yo gukwirakwiza idatanga amahirwe yo gukorerwa ingero zakozwe.
Uburyo buteganijwe, ibihembo-bishingiye ku muvuduko uhuye, bisobanurwa nka trayectory-free. Aho kubaka ibishoboka biturutse ku nzibacyuho itajenjetse cyangwa kugereranya amaherezo ashobora kuba afite ibimenyetso bifatika, RVM ikora ku buryo bwihuse ku muvuduko. Ukurikije impapuro zidasubirwaho, ivugurura rishimangira icyerekezo kijyanye nibihembo bihebuje kandi bigahagarika icyerekezo kijyanye nibihembo bike.
RVM ikubiyemo ijambo rya ankeri ridahwitse rigamije kugenzura drift kuva kumuvuduko. Abanditsi bavuga kandi ko urwego rushobora kugarura uburyo bwa vuba bwo gutunganya neza, harimo RAM na DiffusionNFT, nk'imanza zidasanzwe. Ibyo bituma icyifuzo gihuriza hamwe kimwe nuburyo bushya bwo kuvugurura, nubwo isoko yatanzwe idasobanura inkomoko nyayo cyangwa ibihe ibyo bingana bifite.
Abashakashatsi batanga ibizamini murwego runini runini rwo gukwirakwiza-icyitegererezo ibihembo-byiza-gutunganya imirimo. Bavuga ko RVM yarushanwaga cyangwa yarushije inzira inzira-ishingiye kuri politiki-igereranya mu gihe bisaba amafaranga make yo guhugura. Kubyerekana amashusho, batangaza ko ibihembo bisanzwe bishobora gutanga umusaruro usukuye ariko hafi yumusaruro uhagaze; batangiza ibihembo-bikurikirana ibihembo bakavuga ko byateje imbere icyerekezo kandi binatezimbere muri rusange imikorere ya VBench. Nta manota yumubare, amazina yicyitegererezo, ingengo yimyitozo cyangwa imbonerahamwe yo kugereranya yashyizwe mubisoko byatanzwe.
Ibisobanuro birambuye: arxiv.org ↗
Impamvu ari ngombwa
Uru rupapuro ruvuga ko ivugurura ryihuta rishobora koroshya no kugabanya ikiguzi cyigihembo cyo gutunganya neza amashusho manini na sisitemu yo gukwirakwiza amashusho. Ubushakashatsi bwakorewe kuri videwo bugaragaza kandi ibicuruzwa biva mu bihembo bisanzwe: birashobora guhitamo umusaruro usukuye neza kandi udafite umuvuduko muke.
Niba impapuro zisaba muri rusange, guhitamo neza ikwirakwizwa rya moderi ya kavukire yerekana umuvuduko bishobora gutuma ibihembo bihuza neza byoroshye gupima. Akamaro gafatika ntabwo ari umurimo mushya wigihombo: uburyo bugamije kubara no kubara algorithmic hejuru ijyanye no guhitamo politiki ishingiye kuri politiki. Igiciro cyo guhugura cyo hasi gishobora gutuma ibyifuzo cyangwa guhuza n'imihindagurikire y'ikirere bigera ku matsinda akorana n'amashusho manini na generator.
Uru rupapuro kandi rwibanda ku gishushanyo mbonera cyigihembo ubwacyo. Mu bushakashatsi bwakozwe na videwo y'abanditsi, igihembo gishimangira isuku igaragara ngo bivugwa ko byatanze umusaruro hamwe no kugenda gake. Ibihembo byabo-bikurikirana bitangwa nkuburyo bwo gupima icyerekezo neza, mugihe ukomeje kunoza impapuro muri rusange ibisubizo bya VBench. Ibi birerekana ko kunoza sisitemu ibyara umusaruro bidashingiye gusa kumategeko yo kuvugurura ahubwo biterwa nuburyo gahunda yo gutezimbere isabwa guha agaciro.
Ijambo ryihitirwa ryamagambo rifite akamaro kuko igihembo cyiza gishobora kwimura icyitegererezo kure yimyitwarire. Inkomoko ivuga ko inanga igenzura umuvuduko uva ku muvuduko uvugwa, ariko ntivuga uburyo ubwo bugenzuzi bugira ingaruka ku bwiza, butandukanye, ituze cyangwa ingaruka zo gukwira ibihembo. Ibisobanuro birambuye bizerekana niba RVM ari ingirakamaro mu kurwanya imihindagurikire y'ikirere aho kuba ibipimo ngenderwaho gusa.
Ibisubizo bikomeje kuba ubushakashatsi buvuye mu mpapuro imwe arXiv, ntabwo ari ibimenyetso byerekana ko amahugurwa yo gukwirakwiza moderi yahindutse cyane. Ibisobanuro byatanzwe ntabwo byerekana imiterere yapimwe, imibare yamakuru, ibihembo bihebuje, kubara amafaranga, kuzigama imibare cyangwa gutsindwa. Ntabwo kandi yerekana niba uburyo bukora neza kumashusho, videwo nibindi bikorwa byo gukwirakwiza, cyangwa niba ibyiza byayo biterwa nigishushanyo mbonera cyihariye.
Uburyo bukoreshwa: Uburyo bukora
Shakisha ikoranabuhanga ryihishe inyuma yiri terambere.
Which component of an AI application is the machine-learning model itself?
Ibyo kureba
Ibibazo nyamukuru ni ukumenya niba igiciro cya RVM cyatanzwe hamwe nibyiza byujuje ubuziranenge bigizwe nubushakashatsi bwakozwe bwigenga, imirimo yo guhemba, ingano yicyitegererezo nimirimo yibisekuruza, kandi niba uburyo bushobora kwirinda guhitamo ibihembo bigufi cyangwa biyobya. Inkomoko yatanzwe ntabwo itanga ibisubizo byumubare, ibisobanuro birambuye, kubara ingengo yimari cyangwa ibimenyetso byemeza hanze.
Imyororokere igomba kwibanda kubanza kugereranya impapuro nuburyo bwa trayectory-ishingiye kuri politiki-igereranya. Igenzura ryingirakamaro ryaba ririmo icyitegererezo kimwe ninshingano zingana na bije ya compte ihuye, kuko "igiciro cyamahugurwa yagabanutse cyane" gifite akamaro gusa mugihe ibaruramari ririmo imirimo yose yamahugurwa nisuzuma. Inkomoko yatanzwe ntabwo itanga igipimo cyibiciro, bityo ingano yinyungu isabwa ntizwi.
Igishushanyo mbonera gikwiye gusuzumwa bitandukanye no kuvugurura umuvuduko. Abanditsi bavuga ko, iyo ivugurura ryumuvuduko rimaze koroshya, igihombo cyihariye kidafite akamaro kuruta ibihembo nigishushanyo mbonera. Icyo kirego cyerekana ko iterambere rishobora guterwa cyane nuburyo ibisekuru byinshi-bihembo bito byanditse cyangwa byatsinzwe. Ibizamini byigenga rero bigomba guhindura imikorere yigihembo no gupima niba inyungu zikomeza kurenza intego zatoranijwe.
Kubyerekanwe na videwo, indorerezi zigomba gusuzuma niba ibihembo-bikurikirana ibihembo bitezimbere icyerekezo gifatika cyangwa byongera gusa impinduka zigaragara. Inkomoko ivuga icyerekezo cyiza hamwe niterambere rya VBench muri rusange, ariko ntabwo itanga ibipimo fatizo cyangwa ngo bisobanure uburyo bwo gutsindwa. Isuzumabumenyi rigomba gusuzuma ubuziranenge bugaragara, guhuza by'agateganyo no gutandukana hamwe, harimo ibihe bigenda bitifuzwa cyangwa bivuguruzanya n'ibigenewe.
Urupapuro rwagutse cyane ruzaterwa no gushyira mubikorwa no kwemeza amakuru ataboneka mumasoko yatanzwe. Ibyingenzi bitazwi harimo ibipimo byerekana umuvuduko nyawo, igenamiterere rya ankeri, icyitegererezo hamwe na dataset ikwirakwizwa, igihe cyamahugurwa, kubyara ibigereranyo byagereranijwe, kandi niba RVM ikomeza guhagarara neza nkuko intego zigihembo zihinduka. Gukurikirana impapuro, kode yasohotse hamwe no kwigana byigenga byafasha kumenya niba icyifuzo ari uburyo rusange bwo gupima cyangwa ibisubizo bifitanye isano nubushakashatsi bwihariye.