Enhancing Split Learning with Sharded and Blockchain-Enabled SplitFed Approaches

Keyphrases

• Blockchain 100%
• Split Learning 100%
• SplitFed 100%
• Federated Learning 18%
• Performance Improvement 4%
• Security Issues 4%
• Resilience 4%
• Learning Approaches 4%
• Model Updating 4%
• Superior Performance 4%
• Learning Techniques 4%
• Normal Operating Conditions 4%
• Training Time 4%
• Scalability Issues 4%
• Learning Systems 4%
• Multiple Parallel 4%
• Computational Demand 4%
• Distributed Learning 4%
• Evaluation Mechanism 4%
• Communication Overhead 4%
• Model Integrity 4%
• Consensus Mechanism 4%
• Shard 4%
• Performance Constraints 4%
• Centralized Server 4%
• Collaborative Learning 4%
• Performance Issues 4%
• Data Poisoning Attack 4%
• Hybrid Approach 4%
• Data Poisoning 4%
• Integrity Attacks 4%

Computer Science

• Blockchain 100%
• Federated machine learning 50%
• Learning System 12%
• Learning Approach 12%
• Superior Performance 12%
• Learning Technique 12%
• Distributed Learning 12%
• Operating Condition 12%
• Hybrid Approach 12%
• Communication Overhead 12%
• Consensus Mechanism 12%
• Evaluation Mechanism 12%
• Collaboration 12%