2 papers
cs.NE2026
Associative Constructive Evolution: Enhancing Metaheuristics through Hebbian-Learned Generative Guidance
Shanxian Lin, Yuichi Nagata, Haichuan Yang
Metaheuristic algorithms such as Particle Swarm Optimization (PSO) and Evolutionary Algorithms (EA) excel at exploring solution spaces but lack mechanisms to accumulate and reuse p…
cs.NE2026
Multi-Constrained Evolutionary Molecular Design Framework: An Interpretable Drug Design Method Combining Rule-Based Evolution and Molecular Crossover
Shanxian Lin, Wei Xia, Yuichi Nagata +1
This study proposes MCEMOL (Multi-Constrained Evolutionary Molecular Design Framework), a molecular optimization approach integrating rule-based evolution with molecular crossover.…