Bing-Yue Zhang

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...