Salam, AbdusMahmud, RaselIslam, TohedulMukta, SaddamShatabda, Swakkhar2026-07-192026-07-191/1/2025A. 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.2025.3571322.1891622-s2.0-105013226112https://hdl.handle.net/10361/28592We 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.64-76en-USTRUEBlockchainsTaxonomyNatural language processingComputational modelingData modelsTime series analysisPredictive modelsGraphics processing unitsContext modelingComputer architectureState-space methodsState-space methods.Computer architecture.Context modeling.Time series analysis.Trade Journal10.1109/MC.2025.3571322