AINeutralarXiv – CS AI · 6h ago6/10
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GDGU: A Gradient Difference-based Graph Unlearning Method for Cyberattack Localization in Electric Vehicle Charging Networks
Researchers propose GDGU, a machine learning technique that enables electric vehicle charging stations to delete training data from deployed cyberattack detection models without full retraining, addressing privacy regulations while maintaining security effectiveness. The method achieves comparable performance to stronger baselines while being 10-12 times faster and more memory-efficient than retraining from scratch.