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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

Shrinivas Petale

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2026

DRLF: Deep Reinforcement Learning-Based Fragmentation-Aware Routing and Spectrum Allocation in Elastic Optical Networks

Fragmentation poses a significant challenge in elastic optical networks (EONs) and diminishes resource utilization. While various research efforts have attempted to address the fragmentation issue, they often rely on rule-based strategies. Although these strategies encode valuable knowledge, they may not fully capture...

Vishnu Prakash, Shrinivas Petale, Reshma Rastogi et al. · 0 citations
Book Open access Aug 2026

Achieving Network Efficiency Through Service Collaborative Capacity Sharing and Enforcement

This paper presents a service-aware network capacity planning suite that systematically improves network efficiency with a service collaboration approach, and proposes the "safe capacity" abstraction which enables services to incorporate current and projected network conditions into their compute and storage allocation...

Vinayak Dangui, A. Razmjoo, Guanqing Yan et al. · 0 citations

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