most citedLogic Shrinkage: Learned FPGA Netlist Sparsity for Efficient Neural Network Inference

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cs.LG2022★ 11 cited

Logic Shrinkage: Learned FPGA Netlist Sparsity for Efficient Neural Network Inference

Erwei Wang, James J. Davis, Georgios-Ilias Stavrou +3

FPGA-specific DNN architectures using the native LUTs as independently trainable inference operators have been shown to achieve favorable area-accuracy and energy-accuracy tradeoff…