EPSILON: Adaptive Fault Mitigation in Approximate Deep Neural Network using Statistical Signatures

Khurram Khalil, Khaza Anuarul Hoque

The increasing adoption of approximate computing in deep neural network accelerators (AxDNNs) promises significant energy efficiency gains. However, permanent faults in AxDNNs can…