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Distribution-on-distribution regression over graphs on Barabasi-Albert m=25 Simulated (test)
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8.45
2-Wasserstein Distance
O(d)-GSNN
8.3832
8.8341
9.285
9.7359
May 20, 2026
2-Wasserstein Distance
Updated 13d ago
Evaluation Results
Method
Method
Links
2-Wasserstein Distance
O(d)-GSNN
Restriction map=O(d)
2026.05
8.45
Gen-GSNN
Restriction map=General
2026.05
8.48
Diag-GSNN
Restriction map=Diagonal
2026.05
8.66
Gen-NSD
Restriction map=General
2026.05
9.63
Diag-NSD
Restriction map=Diagonal
2026.05
9.86
O(d)-NSD
Restriction map=O(d)
2026.05
9.91
MLP
2026.05
10.04
GCN
2026.05
10.12
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