Sparsity-Aware Optimization of In-Memory Bayesian Binary Neural Network Accelerators

Prabodh Katti, Bashir M. Al-Hashimi, Bipin Rajendran

Bayesian Neural Networks (BNNs) provide principled estimates of model and data uncertainty by encoding parameters as distributions. This makes them key enablers for reliable AI tha…