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Hardware-Friendly Fully Quantized Mamba-2 Model and Its FPGA-Based Accelerator

In this paper, we propose a fully quantized Mamba-2 model to enable efficient large language model (LLM) processing for edge AI. As a promising next-generation architecture, Mamba offers a scalable alternative to Transformer-based models with better suitability for edge AI. In the proposed model, th...

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Príomhchruthaitheoirí: Hiroshi Fuketa, Masakazu Hioki
Formáid: Artigo
Teanga:Inglês
Foilsithe / Cruthaithe: IEEE 2026-01-01
Sraith:IEEE Access
Ábhair:
Rochtain ar líne:https://ieeexplore.ieee.org/document/11534219/
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