A comprehensive survey on Mamba: architectures, challenges, and opportunities

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bracu.type.groupResearch Publications
datacite.rightsOpen Access
dc.contributor.authorSalam, Abdus
dc.contributor.authorMahmud, Rasel
dc.contributor.authorIslam, Tohedul
dc.contributor.authorMukta, Saddam
dc.contributor.authorShatabda, Swakkhar
dc.date.accessioned2026-07-19T06:25:01Z
dc.date.available2026-07-19T06:25:01Z
dc.date.issued1/1/2025
dc.description.abstractWe comprehensively review a preliminary understanding of Mamba and its evolution. We present a taxonomy and provide a detailed architecture description, diving into reviews of existing architecture variants. We also highlight the challenges and open issues confronted by Mamba to inspire future research agendas.
dc.description.versionPublished
dc.format.extent64-76
dc.identifier.citationA. Salam, R. Mahmud, T. Islam, S. Mukta and S. Shatabda, "A Comprehensive Survey on Mamba: Architectures, Challenges, and Opportunities," in Computer, vol. 58, no. 8, pp. 64-76, Aug. 2025, doi: 10.1109/MC.2025.3571322.
dc.identifier.doi10.1109/MC.2025.3571322
dc.identifier.issn189162
dc.identifier.other2-s2.0-105013226112
dc.identifier.urihttps://hdl.handle.net/10361/28592
dc.language.isoen_US
dc.publisherIEEE Computer Society
dc.relation.hasversion10.1109/MC.2025.3571322
dc.relation.ispartofComputer
dc.relation.ispartofseriesComputer
dc.relation.urihttps://ieeexplore.ieee.org/document/11104194
dc.rightsTRUE
dc.subjectBlockchains
dc.subjectTaxonomy
dc.subjectNatural language processing
dc.subjectComputational modeling
dc.subjectData models
dc.subjectTime series analysis
dc.subjectPredictive models
dc.subjectGraphics processing units
dc.subjectContext modeling
dc.subjectComputer architecture
dc.subjectState-space methods
dc.subject.lcshState-space methods.
dc.subject.lcshComputer architecture.
dc.subject.lcshContext modeling.
dc.subject.lcshTime series analysis.
dc.titleA comprehensive survey on Mamba: architectures, challenges, and opportunities
dc.typeTrade Journal
oaire.citation.issue8
oaire.citation.volume58
person.affiliation.nameAmerican International University - Bangladesh
person.affiliation.nameAmerican International University - Bangladesh
person.affiliation.nameAmerican International University - Bangladesh
person.affiliation.nameLUT University
person.affiliation.nameBRAC University
person.identifier.orcid0000-0003-4539-7833
person.identifier.orcid0009-0008-9248-9494
person.identifier.orcid0000-0001-6528-1147
person.identifier.orcid0009-0007-1499-2863
person.identifier.orcid0000-0003-0669-072X
person.identifier.scopus-author-id57212598000
person.identifier.scopus-author-id60047168900
person.identifier.scopus-author-id57391112400
person.identifier.scopus-author-id57204045559
person.identifier.scopus-author-id56037035700

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