Incentivizing Participation in SplitFed Learning: Convergence Analysis and Model Versioning

Keyphrases

• Incentivization 100%
• Convergence Analysis 100%
• Split Learning 100%
• Learning Convergence 100%
• Convergence Model 100%
• Model Versioning 100%
• Client Participation 75%
• Main Server 50%
• Self-interest 25%
• Incentive Mechanism 25%
• Global Model 25%
• Large-scale Distributed Systems 25%
• Model Accuracy 25%
• Two-segment 25%
• Model Evaluation 25%
• Mechanism Design 25%
• Algorithm Development 25%
• Monetary Payments 25%
• Multidimensional Private Information 25%
• Dominant Strategy 25%

Computer Science

• Mathematical Convergence 100%
• Experimental Result 50%
• Performance Model 50%
• Distributed System 50%
• Mechanism Design 50%
• Algorithm Development 50%
• Model Accuracy 50%
• Distributed Client 50%
• Dominant Strategy 50%