Zeqi Zhu*

ELSE: Efficient Deep Neural Network Inference through Line-based Sparsity Exploration

"Brain-inspired computer architecture facilitates low-power, low-latency deep neural network inference for embedded AI applications. The hardware performance crucially hinges on the quantity of non-zero activations (i.e., events) during inference. Thus, we propose a novel event suppression method, d…