Vulnerabilities of Data Protection in Vertical Federated Learning Training and Countermeasures

Keyphrases

• Vulnerability 100%
• Data Protection 100%
• Vertical Federated Learning 100%
• Privacy Concerns 28%
• Encryption 28%
• Training Stages 28%
• Label Consistency 28%
• Training Data 14%
• Hyperparameters 14%
• Learned Features 14%
• Data Modality 14%
• Label-only 14%
• Obfuscation 14%
• Encryption Algorithm 14%
• Innovative Applications 14%
• Tabular Data 14%
• Model Change 14%
• Data Injection Attack 14%
• Defense Mechanisms 14%
• Data Leakage 14%
• Collaborative Learning Activities 14%
• Training Framework 14%
• Data Label 14%
• Change Features 14%
• Online Marketing 14%
• Leakage Risk 14%
• Reconstruction Attack 14%
• Popular 14%
• Diverse Data 14%
• Business Domain 14%
• Difference Basis 14%

Computer Science

• Federated Learning 100%
• Data Protection 100%
• Business Domain 14%
• Privacy Threat 14%
• Training Data 14%
• Experimental Result 14%
• Learning Technique 14%
• Encryption Technique 14%
• Collaborative Learning 14%
• Leaning Parameter 14%