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Generalized Planning on Logistics
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100
Scale
Explicitly regularized Q-value policy (Ω^Exp.)
33.44
50.72
68
85.28
Mar 18, 2026
Scale
SCov
Updated 1mo ago
Evaluation Results
Method
Method
Links
Scale
SCov
Explicitly regularized Q-value policy (Ω^Exp.)
Architecture=R-GNN
2026.03
100
82.4
Heuristically regularized Q-value policy (Ω^Heu.)
Architecture=R-GNN
2026.03
100
84.3
Explicitly regularized Q-value policy (Ω^Exp.)
Architecture=OE
2026.03
100
86.2
Heuristically regularized Q-value policy (Ω^Heu.)
Architecture=OE
2026.03
100
85.7
Explicitly regularized Q-value policy (Ω^Exp.)
Architecture=OAE
2026.03
100
77
Heuristically regularized Q-value policy (Ω^Heu.)
Architecture=OAE
2026.03
100
75.6
Vanilla Q-value policy (Q)
Architecture=OAE
2026.03
57
31.2
Vanilla Q-value policy (Q)
Architecture=OE
2026.03
52
27
Vanilla Q-value policy (Q)
Architecture=R-GNN
2026.03
50
25.9
State-value policy (V)
Architecture=R-GNN
2026.03
47
24.9
State-value policy (V)
Architecture=OAE
2026.03
38
22.6
State-value policy (V)
Architecture=OE
2026.03
36
19.8
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