3 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 New Scope and Domain Measure Comparison Method for Global Convergence Analysis in Evolutionary Computation
Liu-Yue Luo, Zhi-Hui Zhan, Kay Chen Tan +1
Convergence analysis is a fundamental research topic in evolutionary computation (EC). The commonly used analysis method models the EC algorithm as a homogeneous Markov chain for a…
cs.NE2024
A Performance Investigation of Multimodal Multiobjective Optimization Algorithms in Solving Two Types of Real-World Problems
Zhiqiu Chen, Zong-Gan Chen, Yuncheng Jiang +1
In recent years, multimodal multiobjective optimization algorithms (MMOAs) based on evolutionary computation have been widely studied. However, existing MMOAs are mainly tested on…