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Capacitated Vehicle Routing Problem on CVRP50

0Optimality Gap (%)HGS
-0.77764.47129.7214.9688Mar 5, 2026Mar 6, 2026Mar 7, 2026Mar 8, 2026

Evaluation results

MethodLinks
HGSTime=21h2026.03010.36
LKH3Time=7h2026.030.1910.38
Constraints Matrix Diffusion based Generative Neural Solver (×8Aug)Augmentation=8x, Time=30s2026.030.4810.41
POMO×8AugAugmentation=8x, Time=26s2026.030.5810.42
ReLD ×8AugAugmentation=8x, Time=9s2026.030.6610.43
ELG×8Aug ensemble 0.4 Local SizeAugmentation=8x, Ensemble Local Size=0.4, Time=10s2026.031.0610.47
AM SamplingSearch strategy=Sampling, Time=7m2026.032.2210.59
Constraints Matrix Diffusion based Generative Neural SolverTime=5s2026.032.710.64
GASETime=3s2026.033.5210.74
POMOTime=1s2026.033.6710.74
E-GATTime=7s2026.034.2510.8
LEHD GreedySearch strategy=Greedy, Time=2s2026.035.4110.92
OR ToolsTime=*1016s2026.035.9810.98
AMTime=3s2026.035.9810.98
PtrNetTime=<1s2026.039.9411.39
ReVELbackbone=ACO-based2026.0317.68—
ReEvobackbone=ACO-based2026.0319.44—