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

Author

Wei-Jie Zheng

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Book Open access Jul 2026

Hot off the Press: Why Popular MOEAs Are Popular: Proven Advantages in Approximating the Pareto Front

This paper proves that several popular MOEAs, including NSGA-II, NSGA-III, SMS-EMOA, and SPEA2, only need an expected time of O(n2 log n) fitness evaluations to compute an additive ε-approximation of the Pareto front of the established LargeFront benchmark.

Mingfeng Li, Qiang Zhang, Weijie Zheng et al. · 0 citations
Book Jul 2026

Hot off the Press: Superior Runtime Guarantees for the MOEA/D Multi-Objective Optimizer via Weighted-Sum Decomposition

This first complete mathematical runtime analysis for the MOEA/D using the original weighted-sum decomposition shows that this variant of the algorithm solves the classic OneMinMax benchmark considerably faster than both the MOEA/D with Tchebycheff decomposition and many other classic algorithms such as the NSGA-II, NS...

Danyang Zhang, Zerong Zhong, Weijie Zheng et al. · 0 citations

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