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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Feng Wang

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Conference Open access Jul 2026

SLO-Aware Graph Forecasting for Intelligent Autoscaling in API and Microservice Backends

SAGF (SLO-Aware Graph Forecasting), an integrated prediction-and-control framework for proactive autoscaling, encodes six per-service metrics on a spatio-temporal call graph, predicts per-service SLO risk via GCN with temporal gating, and feeds these scores to a constrained RL controller for dependency-aware scaling.

Kang Yang, Feng Wang, Ruili Jiang · 2 citations

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