Mind Your Boundaries: Boundary-Aware Model Obfuscation against Cross-node Attack↗ (원문, 새 창)

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arXiv:2610.27135v1 Announce Type: new Abstract: With the advancement of powerful AI chips, on-device machine learning is gaining traction for its low latency and privacy protection. However, when edge devices are compromised, attackers can obtain white-box access to the deployed models by reversing the apps directly to obtain the knowledge of peer devices, which is known as Cross-Node Attacks, like performing efficient adversarial attacks. Most existing defenses target known vulnerabilities, ye