Author

Wei-Sheng Zhao

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Sep 2026

Spin orbit torque magnetic tunneling junction for noise-tolerant and resource-saving probabilistic binary neural network

The deployment of large-scale 32-bit neural networks is hindered by the escalating parameter sizes and inherent susceptibility to noise. Here, we present a nonvolatile memory (NVM)-based probabilistic computing architecture, which harnesses both the stochastic nature and in-memory computing capabilities of NVM to enhan...

Puyang Huang, Yu Gu, Chen-Yi Fu et al. · Applied Physics Reviews · 0 citations

#edge computing Oct 2026

High-Performance Bayesian Neural Network Inference Accelerator Based on FPGA

Bayesian Neural Networks (BNNs) offer robust uncertainty estimation capabilities through probabilistic modeling, yet their prohibitively high computational complexity and resource consumption limit deployment in edge computing. In this paper, we propose an FPGA-based BNN inference accelerator that optimizes critical mo...

Xiao-Tao Jia, Bing-Yue Zhang, Zigui Wu et al. · IEEE Transactions on Circuit... · 1 citation