Sachin Katti

Characterizing and Taming Model Instability Across Edge Devices

2020 · arXiv (Cornell University)

The same machine learning model running on different edge devices may produce highly-divergent outputs on a nearly-identical input. Possible reasons for the divergence include differences in the device sensors, the device's signal processing hardware and …