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Author

Yuseon Chou

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Preprint Aug 2026

LowRank-SSM: Hardware-Software Co-Design for Rank-Reduced Mamba Acceleration on FPGA

LowRank-SSM is a hardware-software co-design framework that decomposes the input and output projection weights via post-training truncated SVD and introduces a greedy bandwise rank-allocation algorithm that searches for the per-band rank vector that minimizes weight storage while respecting a user-specified accuracy co...

Hao-Cheng Xu, B. Bhat, Yuseon Chou et al. · 0 citations

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