Chii chaitika
Vatsvakurudzi vakaunza ATHENA, ruzivo-inotungamirirwa agent neural architecture yekutsvaga maitiro eTransformer-based electronic-health-record modeling. Iyo sisitimu yakagadzirirwa kudzikisa basa remanyorero uye computational mutengo wekusarudza modhi yezvivakwa zvekiriniki yekufungidzira mabasa.
Iyo arXiv kutumira inotsanangura ATHENA, pfupiso ye "Agentic Transfer muZvipatara zveEHR Neural Architecture Search." Chinangwa chayo ndeyeTransformer-based modeling yemagetsi ehutano marekodhi, apo vatsvakurudzi vanofanira kusarudza pakati pezvigadziro zvekugadzirisa kwekufungidzira kwekliniki. Vanyori vanogadzira yakajairwa neural architecture yekutsvaga inodhura nekuti mukwikwidzi madhizaini angangoda kudzidziswa kwakakura, nepo kugadzirisa kwemaoko kunogona kuve kwakanyanya kushanda uye kungasafambise zvakachena pakati pezvipatara kana mabasa. Iyo dhizaini saka inounzwa senzira yekutsvaga yekusarudza pakati pemagadzirirwo emhando, kwete sekiriniki nyowani kurapwa kana sehumbowo hwekuti chero chivakwa chinofanirwa kushandiswa pasi rose. Kuenzanisa kwakashumwa ndeyekutsvaga kutsvaga pasi pemamiriro ekuedza akataurwa.
ATHENA inotanga kugadzira supernet yekugovana uremu iyo yakafanodzidziswa kamwe pachipatara chega chega. Mavakirwo evamiriri anogona kubva asimbiswa seakagara nhaka subnetwork uye kuongororwa kuburikidza nekugadzirisa zvakanaka, pane kudzidziswa zvakazvimirira kubva pakutanga. Iyi dhizaini inoitirwa kuita kuti kuenzanisa kwezvivakwa kwakadzokororwa kusadhure. Kwakabva hakupi nguva yekudzidziswa, zvinodiwa zvehardware, kana kuchengetedza zviwanikwa mune yayo abstract, saka saizi inoshanda yekudzikisa ikoko inoramba isingazivikanwe.
Iyo dhizaini inoshandisawo maviri-layer cross-hospital architecture pamberi. Imwe nhanho inotora yakakwirira-inoita ezvivakwa mienzaniso kubva kune masosi saiti uchishandisa basa rinotsanangura. Imwe yacho inofungidzira mhedzisiro yezvivakwa zvezvivakwa kuburikidza neSHAP-based meta-regression. Izvo zvekutanga zvinopihwa kune yakawanda-agent-hombe-yemutauro-modhi yekutsvaga maitiro, iyo inogamuchirawo yekusimbisa mhinduro kubva kuchipatara chinonangwa. Pakati pemabasa matanhatu ekufanotaura kwekliniki uye maitiro maviri ehutano akazvimirira, vanyori vanorondedzera kuti ATHENA yakafananidza kana kudarika mana neural-architecture-search baselines mu9 ye12 yechipatara-basa rekuongorora kana ichingogumira kubhajeti rekutsvaga re30. Vanorondedzerawo zvakanyanya kuenderana kusarudzwa kwezvivakwa pane zvakadzokororwa kutsvaga. Izvi zvichemo kubva kune imwe chete arXiv preprint, uye kwakabva kwabuda hazviratidze zvipatara, mabasa, magadzirirwo ekutanga, maitiro akazara ekuita, kana kusava nechokwadi kwehuwandu.
Nei zvichikosha
Nzira yacho inogadzirisa dambudziko rinoshanda muhutano hwehutano AI: chivakwa chemuenzaniso chinoshanda zvakanaka kune rimwe basa kana chipatara chingasava sarudzo yakanakisisa kune imwe. Kushandisazve ruzivo rwekuvaka munzvimbo dzese kunogona kuita kuti budiriro yemhando ishande zvakanyanya, asi kwacho hakugadzirise rubatsiro rwekiriniki kana kugadzirira kutumirwa.
Tsvagiridzo iyi yakakosha nekuti kusarudzwa kwezvivakwa kunogona kuumba mashandiro uye mutengo wekushanda wekiriniki AI masisitimu. Zvipatara zvinowanzosiyana muhuwandu hwevarwere, maitiro ekodhi, zvimiro zverekodhi, uye zvinangwa zvekufungidzira. Nzira yekutsvaga inogona kushandisa ruzivo kubva kunzvimbo dzekare ichiri kusimbisa sarudzo panzvimbo yainotarirwa inogona kuderedza kuedza kwakadzokororwa uye kupa imwe nzira yakarongeka yekuvimba zvizere nekugadzirisa kwemaoko.
Chirevo cheATHENA chinonyanya kusiyanisa hachisi chekuti LLM inotora chikamu mukutsvaga kwemhando. Inosanganisa huremu hwakagarwa nhaka, kuchinjika-kuchipatara kutamiswa, chikamu-chikamu chekuongorora, uye mhinduro yekusimbisa mune imwe yekufambisa kwebasa. Iko kusanganiswa kunogona kubatsira kune zvikwata zvinoda kuenzanisa akawanda ezvivakwa sarudzo pasi peyakagadziriswa compute bhajeti. Iyo yakashumwa 9-ye-12 mhedzisiro inoratidza mukana unogoneka muzvirongwa zvakaedzwa, nepo kuenderana kwakashumwa kwese kutsvakwa kwakadzokororwa kungave nebasa rekuitazve: nzira inoramba ichisarudza magadzirirwo akafanana inogona kuve nyore kuongorora nekushanda pane iyo ine sarudzo dzinosiyana zvakanyanya.
Uchapupu hahuratidzi kuti ATHENA inovandudza kutarisirwa kwevarwere, inoshandura zvisarudzo zvechiremba, kana kushanda zvakachengeteka munzvimbo dzinogara hutano. Kwakabva kunoshuma kuongororwa kwemuenzaniso-kutsvagisa, kwete zvingangoitwa zviedzo zvekiriniki kana mhedzisiro yekutumirwa. Izvo zvakare hazviratidze kuti kufambisa ruzivo rwekuvaka kunochengetedza mashandiro emapoka akamiririrwa, akasiyana magwaro masisitimu, kana zvipatara zvine data shoma. Nekuti sosi iri kuendesa arXiv, zvayawana zvinofanirwa kubatwa sekutanga kusvika zvaongororwa zvakazvimirira. Iyo yeruzhinji kodhi kodhi inogona kubatsira kudhindwa, asi iyo vhezheni yemavara yakapihwa pano haipe repository link kana yakakwana yekumisikidza ruzivo kuti vaone kuti vamwe vanogona sei kugadzira zvakare zviedzo.
Interactive Mechanism: Iyo Inonyatsoshanda
Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.
crm_get_transaction(id='4092').An agent must create a draft calendar event for Tuesday at 2 p.m. Which evidence would establish the requested result?
Zvekutarisa zvinotevera
Mibvunzo mikuru ndeyekuti ATHENA's yakashumwa mukana inoramba ichidzokororwa yakazvimiririra, chipatara chakakura uye bvunzo dzebasa, uye kutonga kwakasimba kwedata uye misiyano yemasangano. Basa remangwana rinofanirwawo kujekesa kuti sarudzo dzezvivakwa dzinokanganisa sei kurongeka, kuenzanisa, kururamisira, kuvanzika, compute zvinodiwa, uye kuita sarudzo yekiriniki.
Kudzokorora kunofanira kuva muedzo wekutanga. Zvikwata zvakazvimirira zvichada kumhanya ATHENA pane zvimwe zvipatara uye mabasa, zvienzanise nekunyatsoenderana mabhajeti ekutsvaga, uye kuona kana iyo yakashumwa mukana unobva kune agentic search, iyo uremu-kugovera supernet, kuyambuka-chipatara pamberi, kana kumwe kusanganiswa. Mibairo inofanira kusanganisira absolute predictive metrics uye kusava nechokwadi pane kungoverengera ongororo umo imwe nzira yaienderana kana kudarika imwe.
Iyo yekuchinjisa michina inofanirwawo kunyatsoongororwa. Kushandisa mienzaniso yezvivakwa kubva kuzvipatara zvinogona kubatsira, asi kukosha kwemienzaniso iyoyo kunogona kuenderana nekuti matsananguri ebasa anobata sei misiyano pakati pemasangano. Vatsvaguri vanofanirwa kuzivisa kana kutamiswa kwekutanga kukundikana, vangave vachitsvaga kwakarerekera kune magadzirirwo anokodzera huwandu hwevanhu, uye kuti sisitimu inobata sei shanduko mukukodha, kuwanikwa kwedata, kana tsika yekiriniki. Yakavanzika uye mibvunzo yekutonga yakakoshawo kana zvipfupiso zvezvivakwa kana ruzivo rwekuita zvichifamba munzvimbo dzese, kunyangwe kana marekodhi evarwere asingaite.
Pakupedzisira, kuongorora kunoshanda kunofanira kuwedzera kupfuura kufanotaura kwekuita. Matanho akakosha ekutevera anosanganisira kuenzanisa, maitiro eboka, kusimba kune zvisipo kana kuchinjika zvinyorwa, mutengo wekutsvaga, kushandiswa kwesimba, uye kugadzikana kwezvivakwa zvakasarudzwa nekufamba kwenguva. Sosi yacho haitaure kana ATHENA yakashandiswa mukufambiswa kwekiriniki, yakagashira ongororo yezvemitemo, kana kugadzira kurudziro yakatarisana nemurwere. Kusvika iyo mibvunzo yapindurwa, mhedziso yakasimba yakatsigirwa ndeyekuti bepa rinokurudzira uye rinoongorora kwekutanga nzira inogona kunyatsoshanda yekutsvaga EHR modhi yezvivakwa.