FedMFS: Federated Multimodal Fusion Learning with Selective Modality Communication

Keyphrases

• Communication Overhead 100%
• Federated Learning 100%
• Federated multi-task Learning 100%
• Multimodal Fusion Learning 100%
• Multimodality 50%
• Learning Environment 50%
• Selection Criteria 50%
• Balance Ability 50%
• Communication Cost 50%
• Communication Constraints 50%
• Heterogeneous Networks 50%
• Model Size 50%
• Resource Constraints 50%
• Upload 50%
• Resource Application 50%
• Network Context 50%
• Comparable Accuracy 50%
• Application Requirements 50%
• Learning Objectives 50%
• Shapley Value 50%
• Learning Methodology 50%
• Multimodal Fusion 50%
• Model Training 50%
• Modality Selection 50%

Computer Science

• Federated machine learning 100%
• Communication Overhead 50%
• Communication Cost 25%
• Heterogeneous Network 25%
• Resource Constraint 25%
• Selection Criterion 25%
• Application Requirement 25%