Curse or Redemption? How Data Heterogeneity Affects the Robustness of Federated Learning

Keyphrases

• Federated Learning 100%
• Redemption 100%
• Data Heterogeneity 100%
• Attack Strategy 33%
• Backdooring 33%
• Effective Attack 33%
• Lessons Learned 16%
• Learning Systems 16%
• First Impressions 16%
• Feature-based 16%
• Overfitting 16%
• Client-side 16%
• Data Distribution 16%
• Comprehensive Experiment 16%
• Attacker 16%
• Fool 16%
• Adversarial Attack 16%
• Found Data 16%
• Backdoor Attack 16%
• Local Training 16%
• Attack Effectiveness 16%
• Learning Methods 16%
• Potential Directions 16%
• Heterogeneous Federated Learning 16%
• Attack Data 16%

Computer Science

• Data Heterogeneity 100%
• Federated machine learning 100%
• Attack Strategy 33%
• Attackers 16%
• Potential Direction 16%
• Adversarial Machine Learning 16%
• Experimental Result 16%
• Data Distribution 16%