Robust and Lossless Fingerprinting of Deep Neural Networks via Pooled Membership Inference. (arXiv:2209.04113v2 [cs.CR] UPDATED)

Deep neural networks (DNNs) have already achieved great success in a lot of
application areas and brought profound changes to our society. However, it also
raises new security problems, among which how to protect the intellectual
property (IP) of DNNs against infringement is one of the most important yet
very challenging topics. To deal with this problem, recent studies focus on the
IP protection of DNNs by applying digital watermarking, which embeds source
information and/or authentication data into DNN models …

fingerprinting networks neural networks