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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Zhe Xu

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3 papers indexed here

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Book Open access Sep 2026

QMScaler: A QoS-Constrained Resource-Efficient Microservice Autoscaling Framework for Edge Environments

Edge computing has become a key paradigm for supporting low-latency and high-concurrency services deployed with microservice architectures. However, limited device resources, highly dynamic workloads, and complex service dependencies make it difficult for existing autoscaling approaches—often relying on static threshol...

Tian-Yang Zheng, Peng-Fei Yang, Zhe Xu et al. · 0 citations
#edge computing Book Open access Sep 2026

QMScaler: A QoS-Constrained Resource-Efficient Microservice Autoscaling Framework for Edge Environments

QMScaler is proposed, a QoS-driven microservice horizontal scaling framework based on Monte Carlo Tree Search (MCTS) that aims to minimize the number of container instances while meeting the QoS requirements of multiple application functions.

Tianyang Zheng, Pengfei Yang, Zhe Xu et al. · 0 citations
Jul 2026

PowerScale: Energy-Efficient Geo-Distributed Model Training with Federated Datacenter Power

PowerScale is presented, a hierarchical aggregation system that exploits the latency hierarchy of wide-area networks and shortens synchronization barriers and replaces per-site WAN transmissions with fewer, pre-aggregated transmissions at a lower frequency.

Talha Mehboob, Zhe Xu, Michael Zink et al. · 0 citations

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