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Chimodzi mwazinthu zolimbikitsa kwambiri pakuphunzira zamakina pakupanga fizikisi ndi njira yofulumalizira yankho la magawo atatu osiyana (ma PDE). Cholinga chachikulu cha makina ophunzirira makina ophunzirira ndikupanga zotheka mokwanira mwachangu kuposa njira zowerengera kuti mutumikire monga momwe akufanizira. Choyamba timawunika mwatsatanetsatane makina omwe amaphunzirira mabuku pokwaniritsa njira zingapo zosiyanasiyana. Of all the papers reporting the use of ML to solve fluid partial differential equations and claiming superiority over standard numerical methods, we identified 79% (60/76) compared to weak baselines. Chachiwiri, tinapeza umboni wa kukondera komwe kumafalikira, makamaka pofotokoza nkhani ndi kufalitsa mabuku. We conclude that machine learning research on solving partial differential equations is overly optimistic: weak input data can lead to overly positive results, and reporting bias can lead to underreporting of negative results. In large part, these problems appear to be caused by factors similar to past reproducibility crises: investigator discretion and positive outcome bias. We call for bottom-up cultural change to minimize biased reporting and top-down structural reform to reduce perverse incentives to do so.
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Khodi lofunikira kubereka zotsatira za tebulo 2 zitha kupezeka pa GTITUB: HTTPS: Mtengo / v1 (ulalo 126) ndi https://codeocean.com/capsule/0799002/tree/v1 (Lumikizani 127).
Randall, D., ndi Weller, k.
Richie, S. Science Strict: Hows Vieud, momwe mabodza, chete, ndi Hype amachepetsa kufufuza kwa chowonadi (mphesa, 2020).
Tsegulani mgwirizano wa sayansi. Kuwunika kubereka mu sayansi yamaganizidwe. Sayansi 349, AAAC4716 (2015).
A Serz, F. Schlange, T., ndi Asadelah, k. Kukhulupirira kapena ayi: Kodi tingalitse ndalama zingati pazambiri zomwe zingachitike? Nat. Rev. "Kutulutsidwa kwa mankhwala osokoneza bongo." 10, 712 (2011).
Bedley, kg ndi ellis, njira yokweza miyendo ya khansa yapadera. Chilengedwe 483, 531-533 (2012).
A. Gelman ndi E. LEMBANI, munda wa kupangira njira: Chifukwa chake mafashoni angapo ndi osavuta ngakhale popanda "ulendo wosoweka" kapena "zipsera zofufuzira, Vol. 348, 1-17 (Dipatimenti ya Ziwerengero, 2013).
Karagiorgi, G., Kasecka, G., K. K.Avitz, S., Nachman, B., ndi Shi, D. Makina Ophunzirira Zatsopano Zatsopano. Nat. Dokotala wa nzeru za fizicsi. 4, 399-412 (2022).
Dara s, dimercherla s, jadhav ss, babu cm ndi ahsan j. Kuphunzira zamakina pazopezeka za mankhwala: Kuwunika. AtIf. Intel. Ed. 55, 1947-1999 (2022).
Monga wofiyira, kuphunzira kwambiri mu chemistry. J.CABMANGT. Dziwitsani. Chitsanzo. 59, 2545-25589 (2019).
Rajkomer A., Dean J. ndi kohan I. Makina kuphunzira mu zamankhwala. New England Journal of Medicine. 380, 1347-1355558558 (2019).
Grimmer j, amandibera. ndi stewart BM Makina Ophunzirira Masayansi: Njira Yognostic. Chivy. ann mpira. Sayansi. 24, 395-419 (2021).
Kudumpha, J. et al. Pangani zonena zolondola kwambiri pogwiritsa ntchito alfal alfam. Chilengedwe 596, 5833-589 (2021).
Gundersnin, oe, coakley, k., Kirkpatrick, k. Phulirani kupezeka pa https://arxiv.org/bs/0/02.07610 (2022).
Sylly, D. Snook, J., Wiltschko, A., ndi Rahimi, themberero la wopambana? Pa liwiro, kupita patsogolo ndi mphamvu za umboni wamphamvu (ICLL, 2018).
Armststrong, Tg, Moffat, A.
Kapoor, S. ndi Narayanan, A. Kutayikira ndi kulera kumavuta pamakina a Makina Ophunzira Ophunzira Kuphunzira. Mapangidwe, 4, 100804 (2023).
Kaporor S. et al. Kusintha: miyezo yolemba yasayansi yofotokozedwa pophunzira makina. Phulirani kupezeka pa https://Arxiv.org/bs30808.07832 (2023).
Deva, iwe :. Plos 12, e0184604 (2017).
Roberts, M., et al. Zovuta zambiri komanso machitidwe abwino ogwiritsa ntchito makina kuphunzira kuti adziwe ndikulosera za Covid-19 kuchokera pachifuwa cha X-ray. Nat. Max. Intel. 3, 199-217 (2021).
Winantz L. et al. Mitundu Yolosera yodziwitsa komanso kupezeka kwa covid-19: kuwunika mwatsatanetsatane komanso kuwunika kovuta. BMJ 369, m1328 (2020).
Whan S., Schreber J. Warle ws ndi polide ks akuthana ndi zovuta zogwiritsa ntchito makina kuphunzira makina. Nat. M'busa Gintte. 23, 169-18-181 (2022).
Atris N. et al. Machitidwe abwino kuphunzira zamakina mu chemistry. Nat. Mankhwala. 13, 505-508 (2021).
Brunton sl ndi kutz Jn akulonjeza mayendedwe a makina kuphunzira zosiyana ndi zosiyana zosiyana. Nat. kuwerengetsa. Sayansi. 4, 483-494 (2024).
Vinya, R. ndi Brunton, SL SL imathandizira mphamvu yamadzimadzi pogwiritsa ntchito maphunziro amakina. Nat. kuwerengetsa. Sayansi. 2588-366 (2022).
Wayau, S. et al. Makina asayansi akuphunzira ndi maukonde odziwitsa maukonde: komwe tili ndi chiyani ndipo lotsatira. J. Sayansi. kuwerengetsa. 92, 88 (2022).
Duraisalamy, k., Yaccacarvina, G., ndi Xiao, H. Chipwirikiti mu nthawi ya data. Kusintha kosintha kwa Ann. 51, 3577-377 (2019).
Durran, njira zambirimbiri zothetsera mawonekedwe a funde mu geophysical hydrodynamics, Vol. 32 (Springrder, 2013).
Mishra, S. Makina ophunzirira makina othamangitsira kuchuluka kwa zomwe amayendetsa. masamu. mainjiniya. https://doi.org /0.3934/mine.2018.1.1.1.1.1.1.1.1.1.1.118).
Kochikov d. et al. Kuphunzira makina - kupititsa patsogolo kwa mphamvu yamadzimadzi. njira. National Academy of Sayansi. Sayansi. US 118, E21784118 (2021).
Kadapa, k. Kuphunzira zamakina kwa sayansi yamakompyuta ndi uinjiniya - mawu oyamba ndi zovuta zina. Phulirani kupezeka pa https://arxiv.org/bs/00 vy112.12054 (2021).
Ross, A., Li, z., Perezomber, p., Fernandez-Chlea, C. J.ADV. Mtundu. dongosolo ladziko lapansi. 15. E2022My003258 (2023).
Lipo, p., kuwonda, B., Perdikaris, P., ndi Brand Streetters: Kukonzanso kwanthawi yayitali: Msonkhano wa 37 pa Njira Zazidziwitso za Neral Makonda (Neurips 2023).
Frachaes, pr et al. Kubwereranso ku Algorithm ndi Reservoir kuwerengera pafupipafupi maukonde olosera zachilengedwe zovuta za spachitel. New network. 126, 191-217 (2020).
Rasissi, M., Perdikaris, P. ndi KarIniadakis, gebinics, sayansi yamakompyuta, chimango chophunzitsira chothekera osagwirizana. J. kompyuta. fizikisi. 378, 686-707 (2019).
Grossmannn, Tg, komorowska, uj, Luttz, J., ndi Schönlieb, k.-b. Kodi ma network okhazikitsidwa ndi Nearacy angatuluke njira zothetsera njira zokha? IMA J. Ntchito. masamu. 89, 143-174 (2024).
De lasa, FF, GFIJ, A., Molina-Solana, M. fizikisi. 610, 1284115 (2023).
Zhuang, p.-y. & Barba, la lipoti laukadaulo pa network networks ma network. Phulirani kupezeka pa https://Arxiv.org/bs/0/2.14249 (2022).
Zhuang, p.-y. Ndipo Barba, zolephera zolosera za maukonde omwe adziwitsidwa ndi maukonde pa mawonekedwe a vortex. Phulirani kupezeka pa https://arxiv.org/bs30606.00230 (2023).
Wang, S., yu, H., ndi Perdikaris, P. Pamene pena pakeni amalephera kuphunzitsa: mawonekedwe a nearal matracle. J. kompyuta. fizikisi. 449, 110788 (2022).
KrisHishpriyayn, A., Gholami, A. Msonkhano wa 35 pa Njira Zazidziwitso za Neral Zidziwitso Vol. 34, 26548-2660 (Neurips 2021).
Basiri, S. ndi Senokak, i. Pophunzira mozama za zolephera mu maukonde ozikidwa pazinthu zamisala. Ku Aaa Spitech 2022 (chombo, 2022).
Karnakov P., Litvinov S. and Koumoutsakos P. Solving physical inverse problems by optimizing discrete losses: fast and accurate learning without neural networks. njira. National Academy of Sayansi. Sayansi. Nexus 3, pgae005 (2024).
Gundersn ae mfundo zoyambira za kubereka. Phil.ss. R. Scuker. 379, 20200210 (2021).
Armataris e ndi Pearsson A. Kuwunika mwatsatanetsatane: Mwachidule. Inde. J. Anamwino 114, 53-58 (2014).
Magiera, J., Ray, D., Heshaven, JS, ndi Rohde, K. Conrraint-odziwa vuto la Riemann. J. kompyuta. fizikisi. 409, 109345 (2020).
Bezgin da, schmidt sj ndi Adams ine-to data-zoyendetsedwa ndi thupi za thupi kusinthidwa kwa masiteni osatekesedwe osasinthika J. kompyuta. fizikisi. 437, 110324 (2021).
Post Nthawi: Sep-29-2024