Learning to Reverse DNNs from AI Programs Automatically. (arXiv:2205.10364v1 [cs.LG])

With the privatization deployment of DNNs on edge devices, the security of
on-device DNNs has raised significant concern. To quantify the model leakage
risk of on-device DNNs automatically, we propose NNReverse, the first
learning-based method which can reverse DNNs from AI programs without domain
knowledge. NNReverse trains a representation model to represent the semantics
of binary code for DNN layers. By searching the most similar function in our
database, NNReverse infers the layer type of a given function's binary code. …

ai lg reverse