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

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A_Comprehensive_Survey_on_Mamba_Architectures_Challenges_and_Opportunities.pdf (954.88 KB)

Date

1/1/2025

Publisher

IEEE Computer Society

Authors

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URI

https://hdl.handle.net/10361/28592

Citation

A. 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.

Abstract

We 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.

Keywords

Blockchains, Taxonomy, Natural language processing, Computational modeling, Data models, Time series analysis, Predictive models, Graphics processing units, Context modeling, Computer architecture, State-space methods

LC Subject Headings

State-space methods., Computer architecture., Context modeling., Time series analysis.

Description

Publisher Link

https://ieeexplore.ieee.org/document/11104194

DOI

10.1109/MC.2025.3571322

Department

Type

Trade Journal

Collections

Scholarly Indexed Publications