SIMPPO: A Scalable and Incremental Online Learning Framework for Serverless Resource Management

Keyphrases

• As-a-service 66%
• Cloud Service Provider 33%
• Complex Infrastructures 33%
• Incremental Online Learning 100%
• Infrastructure Management 33%
• Isolated Environment 33%
• Latency 66%
• Latency Performance 33%
• Learning Framework 100%
• Multi-agent Reinforcement Learning 33%
• Multi-tenant 100%
• Online Learning Algorithm 33%
• Programmability 33%
• Proximal Policy Optimization 33%
• Reinforcement Learning 66%
• Reinforcement Learning Agent 33%
• Reinforcement Learning Algorithm 33%
• Reinforcement Learning Framework 33%
• Resource Efficiency 33%
• Resource Management 100%
• Resource Provisioning 33%
• Resource Scheduling 33%
• RL Algorithm 66%
• Serverless Computing 100%
• Serverless Functions 66%
• Service Level Objectives 33%

Computer Science

• cloud provider 25%
• Electronic Learning 100%
• Isolated Environment 25%
• Learning Agent 25%
• Learning Algorithm 25%
• Learning Framework 100%
• Management Infrastructure 25%
• Multi-Agent Reinforcement Learning 25%
• Optimization Policy 25%
• Programmability 25%
• Reinforcement Learning 100%
• Resource Provisioning 25%
• Resource Utilisation 25%
• Service Platform 25%
• Service-Level Objective 25%