Adaptive Block Floating-Point for Analog Deep Learning Hardware

Ayon Basumallik, Darius Bunandar, Nicholas Dronen +6

Analog mixed-signal (AMS) devices promise faster, more energy-efficient deep neural network (DNN) inference than their digital counterparts. However, recent studies show that DNNs…