Zhanhong Fang

UCPO: A Universal Constrained Combinatorial Optimization Method via Preference Optimization

Neural solvers have demonstrated remarkable success in combinatorial optimization, often surpassing traditional heuristics in speed, solution quality, and generalization. However, their efficacy deteriorates significantly when confronted with complex constraints that cannot be effectively managed th