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ResearchFormerly WizWand

Multi-Objective Traveling Salesperson Problem on KroAB100

0.7022Hypervolume (HV)WS-LKH
0.6662160.6755580.68490.694242Jun 10, 2025Aug 6, 2025Oct 2, 2025Nov 29, 2025Jan 25, 2026Mar 23, 2026May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
WS-LKH2025.060.7022-0.232.3
WS-LKHTime=2.3m2026.050.7022——
POCCO-WAugmentation=true2025.060.7006022
POCCO-W-AugTime=22s, Augmentation=true2026.050.7006——
WeCon-CCO-AugTime=23s, Cascaded Context Optimization (CCO)=true, Augmentation=true2026.050.7006——
WeCon-AugTime=10s, Augmentation=true2026.050.7——
POCCO-CAugmentation=true2025.060.69990.132
PA-MoE-W-AugTime=22s, Augmentation=true2026.050.6998——
WE-CA-AugTime=10s, Augmentation=true2026.050.6992——
WeCon-CCOTime=19s, Cascaded Context Optimization (CCO)=true2026.050.6991——
WE-CAAugmentation=true2025.060.6990.2310
POCCO-W2025.060.69810.3620
CNHAugmentation=true2025.060.6980.3717
CNH-AugTime=12s, Augmentation=true2026.050.698——
POCCO-WTime=20s2026.050.6978——
WeConTime=8s2026.050.6974——
POCCO-C2025.060.69650.5930
PA-MoE-WTime=19s2026.050.6965——
EMNHAugmentation=true2025.060.69580.6910
EMNH-AugTime=10s, Augmentation=true2026.050.6958——
MDRLAugmentation=true2025.060.6950.810
MDRL-AugTime=10s, Augmentation=true2026.050.695——
WE-CA2025.060.69480.839
WE-CATime=7s2026.050.6948——
CNH2025.060.69470.8416
CNHTime=8s2026.050.6947——
PMOCOAugmentation=true2025.060.69370.9811
PMOCO-AugTime=11s, Augmentation=true2026.050.6937——
DRL-MOA2025.060.69031.4710
DRL-MOATime=10s2026.050.6903——
EMNH2025.060.691.519
EMNHTime=9s2026.050.69——
MDRL2025.060.68811.789
MDRLTime=9s2026.050.6881——
PMOCO2025.060.68781.839
PMOCOTime=7s2026.050.6878——
MOEA/D2025.060.68362.435.8
MOEA/DTime=5.8m2026.050.6836——
MOGLS2025.060.68172.752
MOGLSTime=52m2026.050.6817——
PPLS/D-C2025.060.67853.1538
PPLS/D-CTime=38m2026.050.6785——
NSGA-II2025.060.66764.717
NSGA-IITime=7.0m2026.050.6676——