{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T18:56:20Z","timestamp":1774464980510,"version":"3.50.1"},"reference-count":42,"publisher":"Tsinghua University Press","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Big Data Min. Anal."],"published-print":{"date-parts":[[2024,6]]},"DOI":"10.26599\/bdma.2023.9020025","type":"journal-article","created":{"date-parts":[[2024,4,22]],"date-time":"2024-04-22T17:46:40Z","timestamp":1713808000000},"page":"485-499","source":"Crossref","is-referenced-by-count":8,"title":["Interpretable Detection of Malicious Behavior in Windows Portable Executables Using Multi-Head 2D Transformers"],"prefix":"10.26599","volume":"7","author":[{"given":"Sohail","family":"Khan","sequence":"first","affiliation":[{"name":"Effat College of Engineering, Effat University,Computer Science Department,Jeddah,Kingdom of Saudi Arabia,23341"}]},{"given":"Mohammad","family":"Nauman","sequence":"additional","affiliation":[{"name":"Effat College of Engineering, Effat University,Computer Science Department,Jeddah,Kingdom of Saudi Arabia,23341"}]}],"member":"11138","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1007\/s10844-022-00734-4"},{"key":"ref2","volume-title":"Microsoft, Global threat activity","year":"2023"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.116198"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.3390\/electronics11223665"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ICCMC53470.2022.9753899"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-16-7618-5_53"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.3390\/jcp2040041"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.32604\/cmc.2022.021271"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.3390\/make1010019"},{"key":"ref10","article-title":"An image is worth 16x16 words: Transformers for image recognition at scale","author":"Dosovitskiy","journal-title":"Proc. 9th Int. Conf. Learning Representations"},{"key":"ref11","doi-asserted-by":"crossref","first-page":"100529","DOI":"10.1016\/j.cosrev.2022.100529","article-title":"A comprehensive survey on deep learning based malware detection techniques","volume":"47","author":"Gopinath","year":"2023","journal-title":"Comput. Sci. Rev."},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2023.103134"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2018.05.010"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.3390\/e20050390"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2022.12.017"},{"key":"ref16","article-title":"EMBER: An open dataset for training static PE malware machine learning models","author":"Anderson","year":"2018","journal-title":"arXiv preprint"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2022.102686"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.5815\/ijcnis.2022.02.02"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2022.08.015"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1155\/2019\/8195395"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2018.2822680"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-50127-7_11"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.jisa.2022.103402"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2022.117957"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.imavis.2020.103910"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1142\/S0218001420520138"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/s13748-020-00218-y"},{"key":"ref28","article-title":"Gaussian error linear units (GELUs)","author":"Hendrycks","year":"2016","journal-title":"arXiv preprint"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00342"},{"key":"ref30","first-page":"3859","article-title":"Dynamic routing between capsules","volume-title":"Proc. 31st Int. Conf. Neural Information Processing Systems","author":"Sabour"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref32","first-page":"4171","article-title":"BERT: Pre-training of deep bidirectional transformers for language understanding","volume-title":"Proc. 2019 Conf. North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers)","author":"Devlin"},{"key":"ref33","first-page":"159","article-title":"Language models are few-shot learners","volume-title":"Proc. 34th Int. Conf. Neural Information Processing Systems","author":"Brown"},{"key":"ref34","article-title":"Zero-shot text-to-image generation","volume-title":"Proc. Int. Conf. Machine Learning","author":"Ramesh"},{"key":"ref35","article-title":"ChatGPT:Optimizing language models for dialogue","volume-title":"OpenAI","year":"2023"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.00084"},{"key":"ref37","first-page":"394","article-title":"Understanding and improving layer normalization","volume-title":"Proc. 33rd Int. Conf. Neural Information Processing Systems","author":"Xu"},{"key":"ref38","volume-title":"Abuse. ch, Malware bazaar","year":"2023"},{"key":"ref39","volume-title":"HexRays, A powerful disassembler and a versatile debugger","year":"2023"},{"key":"ref40","article-title":"Arrow: A cross-language development platform for in-memory analytics","volume-title":"Apache","year":"2023"},{"key":"ref41","first-page":"721","article-title":"PyTorch: An imperative style, high-performance deep learning library","volume-title":"Proc. 33rd Int. Conf. Neural Information Processing Systems","author":"Paszke"},{"key":"ref42","volume-title":"Kerastuner","author":"OMalley","year":"2019"}],"container-title":["Big Data Mining and Analytics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8254253\/10506765\/10506812.pdf?arnumber=10506812","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,5,3]],"date-time":"2024-05-03T19:13:40Z","timestamp":1714763620000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10506812\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,6]]},"references-count":42,"journal-issue":{"issue":"2"},"URL":"https:\/\/doi.org\/10.26599\/bdma.2023.9020025","relation":{},"ISSN":["2096-0654","2097-406X"],"issn-type":[{"value":"2096-0654","type":"print"},{"value":"2097-406X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,6]]}}}