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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

Muhammed Tawfiqul Islam

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Conference Open access Oct 2025

REACH: Reinforcement Learning for Adaptive Microservice Rescheduling in the Cloud–Edge Continuum

REACH is proposed, a reinforcement learning-based microservice rescheduling framework that enables a sim-to-real deployment pipeline for adapting microservice placement under fluctuating resource availability and performance variations across distributed infrastructures.

Xu Bai, Muhammed Tawfiqul Islam, Rajkummar Buyya et al. · 0 citations
Jul 2026

ADASCALE: An Adaptive Scaling and Placement Framework for Microservices Under Dynamics

ADASCALE is an adaptive framework that jointly scales and places microservice replicas under multi-dimensional dynamics that consistently meets SLO targets and improves both latency and throughput.

Ming Chen, Muhammed Tawfiqul Islam, Maria Rodriguez Read et al. · 0 citations

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