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math.OC2026
Survey on Neural Routing Solvers
Yunpeng Ba, Xi Lin, Changliang Zhou +7
Neural routing solvers (NRSs) that leverage deep learning to tackle vehicle routing problems have demonstrated notable potential for practical applications. By learning implicit he…
math.OC2024
On the Effects of Smoothing Rugged Landscape by Different Toy Problems: A Case Study on UBQP
Wei Wang, Jialong Shi, Jianyong Sun +3
The hardness of the Unconstrained Binary Quadratic Program (UBQP) problem is due its rugged landscape. Various algorithms have been proposed for UBQP, including the Landscape Smoot…
math.OC2024
A New Parallel Cooperative Landscape Smoothing Algorithm and Its Applications on TSP and UBQP
Wei Wang, Jialong Shi, Jianyong Sun +2
Combinatorial optimization problem (COP) is difficult to solve because of the massive number of local optimal solutions in his solution space. Various methods have been put forward…