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cs.NE2026
Random Walk on Bézier Curves for Global Optimization
Jinpeng Wang, Xingguo Xu, Yujing Sun +3
Balancing exploration and exploitation remains a central challenge in metaheuristic optimization. To address this issue, this paper proposes Bézier Walk Evolution (BWE), a geometr…
cs.NE2025
A Benchmark Suite for Multi-Objective Optimization in Battery Thermal Management System Design
Kaichen Ouyang, Yezhi Xia
Synthetic Benchmark Problems (SBPs) are commonly used to evaluate the performance of metaheuristic algorithms. However, these SBPs often contain various unrealistic properties, pot…
cs.NE2025
Why Flow Matching is Particle Swarm Optimization?
Kaichen Ouyang
This paper preliminarily investigates the duality between flow matching in generative models and particle swarm optimization (PSO) in evolutionary computation. Through theoretical…