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Weichao Mao

On the Promise and Challenges of Foundation Models for Learning-based Cloud Systems Management
AWARE: Automate Workload Autoscaling with Reinforcement Learning in Production Cloud Systems
Multi-Agent Meta-Reinforcement Learning: Sharper Convergence Rates with Task Similarity
SIMPPO: A Scalable and Incremental Online Learning Framework for Serverless Resource Management
A Mean-Field Game Approach to Cloud Resource Management with Function Approximation
Reinforcement Learning for Resource Management in Multi-tenant Serverless Platforms