Kyrylo Nazarevych

Carry-Through Checksum: A Lightweight Fault-Detection for CNN Inference at the Edge

Carry-through checksum is proposed, a fundamentally new scheme for soft-error detection in CNN inference on embedded GPUs that embeds dedicated carry-through filters into the convolutional layers, which compute a checksum from the CNN's own operations and propagate it through inference, enabling end-to-end error detect...