FATE: Fast and Accurate Timing Error Prediction Framework for Low Power DNN Accelerator Design

Deep neural networks (DNN) are increasingly being accelerated on application-specific hardware such as the Google TPU designed especially for deep learning. Timing speculation is a promising approach to further increase the energy efficiency of DNN accelerators.

深度神经网络（Deep Neural Networks，DNN）正日益在专为深度学习设计的专用硬件（如谷歌张量处理单元（Google TPU））上实现加速。时序推测是进一步提升深度神经网络加速器能效的极具前景的方案。