Lakshmi S. Nair

Sensitivity-Aware Finetuning for Accuracy Recovery on Deep Learning Hardware

2023 · arXiv (Cornell University)

Existing methods to recover model accuracy on analog-digital hardware in the presence of quantization and analog noise include noise-injection training. However, it can be slow in practice, incurring high computational costs, even when starting from …