Secure Federated Learning Across Heterogeneous Cloud and High-Performance Computing Resources - A Case Study on Federated Fine-tuning of LLaMA 2

Keyphrases

• Llama 100%
• Computing Resources 100%
• High Performance Computing 100%
• Heterogeneous Cloud 100%
• Cloud Performance 100%
• Federated Learning 100%
• Privacy-preserving Machine Learning 100%
• Secure Federated Learning 100%
• Training Model 50%
• Computing Facility 50%
• Cloud Computing 50%
• Service Platform 50%
• Globus 50%
• Robust Machine Learning 50%
• Function-as-a-Service 50%
• Cloud Resources 50%
• Learning Experiment 50%
• Distributed Function 50%
• Facility Performance 50%
• Amazon Web Services 50%
• Federated Learning System 50%
• Local Datasets 50%
• Multiple Data Owners 50%

Computer Science

• High-Performance Computing 100%
• Case Study 100%
• Computing Resource 100%
• Federated Learning 100%
• Privacy Preserving 40%
• Machine Learning 20%
• Supercomputer 20%
• Use Case 20%
• Cloud Computing 20%
• Learning Framework 20%
• Service Platform 20%
• Computing Facility 20%
• Amazon Web Services 20%