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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Maciej Smołka

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Book Open access Jul 2026

Coding agents for automated metaheuristic design

The results suggest that recent progress in language models and tool use may already be sufficient to support practical automated metaheuristic design, and that recent progress in language models and tool use may already be sufficient to support practical automated metaheuristic design.

Jan Iłowski, Marcin Małek, Wojciech Achtelik et al. · 0 citations
Book Open access Jul 2026

Analyzing search behavior of population-based optimization algorithms using graph neural networks

This paper proposes to represent complete execution trajectories as graphs and learn their embeddings using graph neural networks and shows that the learned embeddings can effectively distinguish between algorithms even when evaluated across diverse benchmark functions.

Bartłomiej Walczak, Hubert Guzowski, Wojciech Achtelik et al. · 0 citations

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