Model Exposure on One Device Endangers Others: Rethinking Edge Neural Network Security across Devices

Neural networks NNs are increasingly deployed on edge devices such as mobile and IoT platforms, offering low latency and improved privacy compared to cloud-based deployment. However, on-device models embedded in mobile applications can be unpacked and exposed to adversaries, enabling cross-node...