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cs.LG2025
Topology-Aware Graph Reinforcement Learning for Dynamic Routing in Cloud Networks
Yuxi Wang, Heyao Liu, Guanzi Yao +2
This paper proposes a topology-aware graph reinforcement learning approach to address the routing policy optimization problem in cloud server environments. The method builds a unif…
cs.LG2025
Federated Anomaly Detection for Multi-Tenant Cloud Platforms with Personalized Modeling
Yuxi Wang, Heyao Liu, Nyutian Long +1
This paper proposes an anomaly detection method based on federated learning to address key challenges in multi-tenant cloud environments, including data privacy leakage, heterogene…
cs.LG2025
Multi-Agent Reinforcement Learning for Adaptive Resource Orchestration in Cloud-Native Clusters
Guanzi Yao, Heyao Liu, Linyan Dai
This paper addresses the challenges of high resource dynamism and scheduling complexity in cloud-native database systems. It proposes an adaptive resource orchestration method base…