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Distribution-on-distribution regression over graphs on Watts-Strogatz k=45, p=0.5 (test)
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10.85
2-Wasserstein Distance
Diag-NSD
10.7476
11.4388
12.13
12.8212
May 20, 2026
2-Wasserstein Distance
Updated 13d ago
Evaluation Results
Method
Method
Links
2-Wasserstein Distance
Diag-NSD
Restriction map=Diagonal
2026.05
10.85
Gen-GSNN
Restriction map=General
2026.05
10.87
Gen-NSD
Restriction map=General
2026.05
11.46
O(d)-GSNN
Restriction map=O(d)
2026.05
11.8
O(d)-NSD
Restriction map=O(d)
2026.05
11.91
Diag-GSNN
Restriction map=Diagonal
2026.05
12.22
MLP
2026.05
13.37
GCN
2026.05
13.41
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