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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

Advay Dhar

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Book Open access Jul 2026

Multi-Objective Orchestration of Small Language Model Ensembles: Balancing Accuracy, Diversity, and Fairness

The method combines an interpretable cost-function formulation with a multi-objective evolutionary algorithm to discover Pareto-optimal ensemble configurations and introduces a two-stage combiner that produces diverse candidate responses and selects final outputs via embedding-based semantic consensus.

Advay Dhar, Swagatam Das, Kalyanmoy Deb · 0 citations

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