2 papers
cs.LG2025
RsGCN: Subgraph-Based Rescaling Enhances Generalization of GCNs for Solving Traveling Salesman Problems
Junquan Huang, Zong-Gan Chen, Yuncheng Jiang +1
GCN-based traveling salesman problem (TSP) solvers face two critical challenges: poor cross-scale generalization for TSPs and high training costs. To address these challenges, we p…
cs.NE2025
A Landscape-Aware Differential Evolution for Multimodal Optimization Problems
Guo-Yun Lin, Zong-Gan Chen, Chuanbin Liu +4
How to simultaneously locate multiple global peaks and achieve certain accuracy on the found peaks are two key challenges in solving multimodal optimization problems (MMOPs). In th…