Using SHAP-based explanations from an adapted IOHxplainer, the paper finds that lower cognitive coefficients help PSO and that Ring topology shows the best in-sample R2, but only on 2D benchmarks with no validation.
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Enhancing Explainability and Reliable Decision-Making in Particle Swarm Optimization through Communication Topologies
Using SHAP-based explanations from an adapted IOHxplainer, the paper finds that lower cognitive coefficients help PSO and that Ring topology shows the best in-sample R2, but only on 2D benchmarks with no validation.