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Distribution-on-distribution regression over graphs on Watts-Strogatz (k=25, p=0.3) Simulated (test)
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8.87
2-Wasserstein Distance
Gen-GSNN
8.6884
9.9142
11.14
12.3658
May 20, 2026
2-Wasserstein Distance
Updated 13d ago
Evaluation Results
Method
Method
Links
2-Wasserstein Distance
Gen-GSNN
Restriction map=General
2026.05
8.87
O(d)-NSD
Restriction map=O(d)
2026.05
9.87
Diag-NSD
Restriction map=Diagonal
2026.05
11.27
Gen-NSD
Restriction map=General
2026.05
11.52
Diag-GSNN
Restriction map=Diagonal
2026.05
12.22
O(d)-GSNN
Restriction map=O(d)
2026.05
12.29
MLP
2026.05
13.37
GCN
2026.05
13.41
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