Abstract: This brief proposes a novel hardware structure for large integer multiplication in fully homomorphic encryption. We propose a method based on negative wrapped convolution to avoid zero ...

Abstract: We consider the problem of massive matrix multiplication, which underlies many data analytic applications, in a large-scale distributed system comprising a group of worker nodes. We target ...

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ONNXim is a fast cycle-level simulator that can model multi-core NPUs for DNN inference. Its features include the following: ONNXim requires ONNX graph files (.onnx) to simulate DNN models. We provide ...

School of Information Engineering, Shanghai Maritime University, Shanghai 201306, P. R. China ...