FEDIC: Federated Learning on Non-IID and Long-tailed Data via Calibrated Distillation

Keyphrases

• Distillation 100%
• Federated Learning 100%
• Long-tailed Data 100%
• Non-IID 100%
• Ensemble Distillation 100%
• Class Distribution 28%
• Universal Classes 28%
• Negative Influence 14%
• State-of-the-art Techniques 14%
• Deep Learning Model 14%
• Challenging Problems 14%
• Real-world Application 14%
• ImageNet 14%
• Privacy Guarantees 14%
• Ensemble Model 14%
• CIFAR-10 14%
• Long Tail 14%
• Non-IIDness 14%
• Or Long-tail Learning 14%
• Distillation Method 14%
• Logit Adjustment 14%
• Long-tail Problem 14%
• CIFAR-100 14%
• Gated Network 14%
• Logit Calibration 14%
• Joint Problem 14%

Computer Science

• Federated machine learning 100%
• Class Distribution 40%
• Deep Learning Model 20%
• World Application 20%
• Distributed Client 20%
• Gating Network 20%