Data Sanity Check for Deep Learning Systems via Learnt Assertions

Haochuan Lu, Huanlin Xu, Nana Liu +2

Reliability is a critical consideration to DL-based systems. But the statistical nature of DL makes it quite vulnerable to invalid inputs, i.e., those cases that are not considered…