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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Үндсэн зохиолчид:	Hiroshi Fuketa, Masakazu Hioki
Формат:	Artigo
Хэл сонгох:	Inglês
Хэвлэсэн:	IEEE 2026-01-01
Цуврал:	IEEE Access
Нөхцлүүд:	Edge AI energy efficiency FPGA hardware-friendly model large language model Mamba
Онлайн хандалт:	https://ieeexplore.ieee.org/document/11534219/
Шошгууд:	Шошго нэмэх Шошго байхгүй, Энэхүү баримтыг шошголох эхний хүн болох!