{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,31]],"date-time":"2026-03-31T09:38:20Z","timestamp":1774949900900,"version":"3.50.1"},"reference-count":44,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2023,1,1]],"date-time":"2023-01-01T00:00:00Z","timestamp":1672531200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"name":"Deputyship for Research & Innovation, Ministry of Education, Saudi Arabia","award":["MoE-IF-UJ-22-04101171-2"],"award-info":[{"award-number":["MoE-IF-UJ-22-04101171-2"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2023]]},"DOI":"10.1109\/access.2023.3293117","type":"journal-article","created":{"date-parts":[[2023,7,7]],"date-time":"2023-07-07T18:38:15Z","timestamp":1688755095000},"page":"74438-74457","source":"Crossref","is-referenced-by-count":12,"title":["Detection of Data Scarce Malware Using One-Shot Learning With Relation Network"],"prefix":"10.1109","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6751-8360","authenticated-orcid":false,"given":"Faiza Babar","family":"Khan","sequence":"first","affiliation":[{"name":"CIPMA Laboratory, DCIS, Pakistan Institute of Engineering and Applied Sciences, Islamabad, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8026-1045","authenticated-orcid":false,"given":"Muhammad Hanif","family":"Durad","sequence":"additional","affiliation":[{"name":"CIPMA Laboratory, DCIS, Pakistan Institute of Engineering and Applied Sciences, Islamabad, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2039-5305","authenticated-orcid":false,"given":"Asifullah","family":"Khan","sequence":"additional","affiliation":[{"name":"Pattern Recognition Laboratory, DCIS, PIEAS, Nilore, Islamabad, Pakistan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7023-7172","authenticated-orcid":false,"given":"Farrukh Aslam","family":"Khan","sequence":"additional","affiliation":[{"name":"Center of Excellence in Information Assurance (CoEIA), King Saud University, Riyadh, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8552-5786","authenticated-orcid":false,"given":"Sajjad Hussain","family":"Chauhdary","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Artificial Intelligence, College of Computer Science and Engineering, University of Jeddah, Jeddah, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3284-537X","authenticated-orcid":false,"given":"Mohammed","family":"Alqarni","sequence":"additional","affiliation":[{"name":"Department of Software Engineering, College of Computer Science and Engineering, University of Jeddah, Jeddah, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1021\/acscentsci.6b00367"},{"key":"ref35","first-page":"2554","article-title":"Meta networks","author":"munkhdalai","year":"2017","journal-title":"Proc Int Conf Mach Learn"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.5244\/C.31.167"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/CANDARW.2019.00075"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.113696"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2959254"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.ress.2021.108114"},{"key":"ref36","first-page":"1126","article-title":"Model-agnostic meta-learning for fast adaptation of deep networks","author":"finn","year":"2017","journal-title":"Proc Int Conf Mach Learn"},{"key":"ref31","first-page":"1342","article-title":"Towards robust episodic meta-learning","author":"ermis","year":"2021","journal-title":"Proc PMLR"},{"key":"ref30","first-page":"5649","article-title":"Defensive few-shot learning","volume":"45","author":"li","year":"2023","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2006.79"},{"key":"ref33","article-title":"Active one-shot learning","author":"woodward","year":"2017","journal-title":"arXiv 1702 06559"},{"key":"ref10","article-title":"Few-shot learning: A survey","author":"wang","year":"2019","journal-title":"arXiv 1904 05049"},{"key":"ref32","first-page":"4354","article-title":"Been there, done that: Meta-learning with episodic recall","author":"ritter","year":"2018","journal-title":"Proc Int Conf Mach Learn"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2963724"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.3390\/jcp2040041"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1021\/acscentsci.9b00804"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/ICMEW.2019.00041"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.2478\/fcds-2020-0010"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2910052"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-24265-7_7"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2019.114296"},{"key":"ref24","first-page":"1","article-title":"Matching networks for one shot learning","volume":"29","author":"vinyals","year":"2016","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1142\/S0218001493000339"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00131"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ICEIEC49280.2020.9152261"},{"key":"ref20","article-title":"Sharing to learn and learning to share&#x2014;Fitting together meta-learning, multi-task learning, and transfer learning: A meta review","author":"upadhyay","year":"2021","journal-title":"arXiv 2111 12146"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/3394171.3413811"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00676"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-021-10004-4"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2019.12.034"},{"key":"ref21","article-title":"Meta-learning: A survey","author":"vanschoren","year":"2018","journal-title":"arXiv 1810 03548"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.3390\/rs12060923"},{"key":"ref28","first-page":"100","article-title":"Review and analysis of zero, one and few shot learning approaches","volume":"940","author":"kadam","year":"2018","journal-title":"Proc Int Conf Intell Syst Design Appl"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2023.3235804"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-023-14386-1"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2019.08.086"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/WETICE.2018.00027"},{"key":"ref9","author":"ravi","year":"2016","journal-title":"Optimization as a model for few-shot learning"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1177\/1550147719889907"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2966321"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3386252"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2023.3251282"},{"key":"ref40","article-title":"TARN: Temporal attentive relation network for few-shot and zero-shot action recognition","author":"bishay","year":"2019","journal-title":"arXiv 1907 09021"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/10005208\/10175371.pdf?arnumber=10175371","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,8,14]],"date-time":"2023-08-14T18:11:03Z","timestamp":1692036663000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10175371\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023]]},"references-count":44,"URL":"https:\/\/doi.org\/10.1109\/access.2023.3293117","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023]]}}}