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Traveling Salesman Problem on TSP N=50 10,000 instances (test)

5.69Objective ValuePOMO
5.68365.72685.775.8132Oct 6, 2021Jul 19, 2022May 2, 2023Feb 13, 2024Nov 25, 2024Sep 8, 2025Jun 22, 2026

Evaluation results

MethodLinks
POMOData Augmentation=x82021.105.69316——
Concorde2026.065.69480——96
LKH32026.065.69490.001——63.6
Concorde2021.105.7————
LKH2021.105.701.5——
Neural-2-OptInference Steps (T)=3k2021.105.7101——
Neural-2-OptInference Steps (T)=6k2021.105.762——
DACTInference Steps (T)=1k2021.105.71472—
DACTInference Steps (T)=5k2021.105.72328—
DACTInference Steps (T)=10k2021.105.71117—
DACTData Augmentation=x42021.105.7041—
GCN-BS2021.105.7118——
MDAM-BS2021.105.7314——
POMO2021.105.7212——
Wu et al.Inference Steps (T)=5k2021.105.71241.5——
GeoRouteNetDecode=Beam-1000, Params (M)=2.0242026.065.71340.32——33.16
NAR4TSP-MCSDecode=Beam-1000, Params (M)=0.9122026.065.71520.36——44.17
GRN-PGDecode=Beam-1000, Params (M)=2.0242026.065.71590.37——45.25
NAR4TSP-RDecode=Beam-1000, Params (M)=0.9122026.065.71870.42——42.12
GeoRouteNetDecode=Beam-100, Params (M)=2.0242026.065.71970.43——33.65
GRN-PGDecode=Beam-100, Params (M)=2.0242026.065.72390.51——42.24
NAR4TSP-MCSDecode=Beam-100, Params (M)=0.9122026.065.72440.52——39.28
AM-sampling2021.105.735224——
NAR4TSP-RDecode=Beam-100, Params (M)=0.9122026.065.73060.63——37.98
Wu et al.Inference Steps (T)=1k2021.105.748216——
GeoRouteNetDecode=Greedy, Params (M)=2.0242026.065.74910.95——26.38
GRN-PGDecode=Greedy, Params (M)=2.0242026.065.76051.15——32.24
NAR4TSP-MCSDecode=Greedy, Params (M)=0.9122026.065.7691.3——24.35
NAR4TSP-RDecode=Greedy, Params (M)=0.9122026.065.78171.52——19.33
OR-Tools2021.105.852875——
CVAE-Opt-DE2021.10—1———