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arXiv cs.AI · Papers

NIFA: Nonlinear IMC enhanced FPGA for efficient ML inference

arXiv:2607.15123v1 Announce Type: cross Abstract: Recent FPGAs have improved deep learning (DL) inference efficiency through dedicated tensor blocks and in-BRAM computation. ReRAM-based analog in-memory computing (IMC) pushes efficiency further, offering an order-of-magnitude improvement in compute density and energy e