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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

Yanan Sun

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Book Open access Jul 2026

When Fitness Is Cheap: Pareto-Based Evolutionary Optimisation for Lightweight Neural Architectures

SWAP-Lite is proposed, a Pareto-guided evolutionary algorithm that maintains an explicit archive of non-dominated solutions over representational capacity and deployment cost, yielding an anytime optimiser that exposes budget-feasible solutions throughout the search.

Jingyue Cong, Kai Wei, Yameng Peng et al. · 0 citations
Book Open access Jul 2026

A Proxy-Guided Multi-Objective Framework for Configuration Optimization in Merging Large Language Models

OptiMerge is proposed, a novel multi-objective evolutionary framework tailored for LLM model merging that discovers well-structured Pareto fronts and achieves improved performance trade-offs compared to base models and grid-search baselines.

Sri Srinivasa Raju Modampuri, Aojun Lu, Yanan Sun · 0 citations

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