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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

Chao Qian

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Conference Open access Sep 2026

One for Exploration and Another for Exploitation: A Dual-Population MOEA Framework with Provable Benefits

A dual-population MOEA with Exploration and Exploitation Decoupled (MOEA/EED) is proposed: the exploration population uses a simple aging mechanism, while the exploitation population preserves the currently optimal solutions.

Cheng-Lin Jiang, Sheng-Jie Ren, Zi-Min Liang et al. · 3 citations
Conference Open access Sep 2026

Theoretical Analysis of Multi-Objective Evolutionary Algorithms on Integer Spaces with Local Optima

This work proves that a widely-studied MOEA, GSEMO, using unit-step mutation can be trapped in local optimal regions and fail to identify the Pareto front, and demonstrates the extendability of the proposed benchmark to more complex landscapes with numerous local optima, resembling well-established problems in the fiel...

Yue-Tong Sun, Zeqiong Lv, Sheng-Jie Ren et al. · 0 citations

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