4 ms·
Hi, great hackers. I'm the author of the paper. I also think it is steganography, just applied in neural networks and malware.. However, it may happen one day,
by emtrnn 5y ago
Hi, great hackers.
I'm the author of the paper. I also think it is steganography, just applied in neural networks and malware.. However, it may happen one day, so maybe it deserves the attention. The latest experiment used other models from public repository. The results show that it also works on different models and tasks, including ResNet on ImageNet. I'll update the paper in the next few days.
After I finished the works in this paper, I found another similar work: "StegoNet: Turn Deep Neural Network into a Stegomalware"[1]. They proposed a more practical scenario with supply chain attack in MLaaS or similar services.
([1]https://dl.acm.org/doi/10.1145/3427228.3427268 https://dl.acm.org/doi/10.1145/3427228.3427268)
I also found another embedding method that has an embedding rate (defined as malware/model size) of nearly 50%, with less losses on the testing accuracy. I'm working on the results and will publish it later.
Thanks for your discussions. All your questions and advices are welcome!