Jian-Sheng Zhang

A blockchain assisted hybrid detection and auditing framework for model stealing defense

Experimental results show that HD consistently outperforms standalone HODA under mixed malicious-benign query scenarios, and results demonstrate that BHDAF strengthens model-stealing detection and tamper-evident auditing under the evaluated MLaaS scenarios.