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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

A. Khan

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Open access 2026

NTN-Aware Federated Learning Framework With Hierarchical Satellite Aggregation and LoRA-Based Parameter Efficiency

A unified NTN-aware FL framework that integrates low-rank adaptation (LoRA) with a three-tier hierarchical aggregation architecture that enables a hierarchical aggregation scheme that is otherwise infeasible under LEO visibility constraints is proposed.

Muhammad Shoaib Ayub, A. Khan, Felipe Augusto Pereira et al. · 0 citations
Open access Jul 2026

Hybrid intelligence effort for software effort estimation in LLM assisted development

This paper introduces the notion of Hybrid Intelligence Effort (HIE), conceptualizing effort as the combined burden of model-performed reasoning and human oversight activities, and compares the explanatory power of traditional estimation metrics against interaction- and oversight-based Hybrid Intelligence dimensions.

Feisal Alaswad, E. Poovammal, Kadiyala Ramana et al. · 1 citation · ⚡1

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