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transformer acceleration

market2 mentionslast seen Nov 10, 2026

Application domain for FPGA-based hardware accelerators for sparse transformer models.

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transformer acceleration

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pipelined FPGA architectureapplies totransformer acceleration

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preprintarXivOct 5, 2026A Pipelined FPGA Architecture for Banded Sparse Matrix Dense Matrix Multiplication in Longformer
The proposed design exploits the predictable sparsity pattern of Longformer's attention matrix through a custom row-wise storage scheme with implicit indexing, eliminating the overhead of conventional sparse matrix formats while enabling regular memory accesses