LocalTrain: Integer-Only Local Learning for Energy-Efficient CNN Training on Edge FPGAs

Shiqi Ding, Xuanyu Liang, Xinyang Liu +4

Local learning reduces cross-layer training dependencies, but an efficient accelerator must still retain operands, accumulate gradients, and select quantization scales. We present…