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Graph Reconstruction

Benchmarks

Dataset Name	SOTA Method	Metric
Facebook	Q-GCN	mAP91.75	11	1mo ago
Bio-Worm	Q-GCN	mAP97.23	11	1mo ago
Power	Q-GCN	mAP100	11	1mo ago
Web-Edu	Q-GCN	mAP99.67	11	1mo ago
Synthetic Unbalanced Graph (n=(50, 70, 120), N=20, K=3) Mode C	LTVG-TV	RMSE0.697	10	1mo ago
Synthetic Unbalanced Graph Mode B (n=(50, 70, 120), N=20, K=3)	LTVG-TR	RMSE0.718	10	1mo ago
Synthetic Unbalanced Graph (n=(50, 70, 120), N=20, K=3) Mode A	LTVG-GL	RMSE0.685	10	1mo ago
IMDB-B 50% edge mask (test)	PIFM (GraphSAGE)	AP93.13	9	1mo ago
PROTEINS 50% edge mask (test)	PIFM (GraphSAGE)	AP35.5	9	1mo ago
ENZYMES 50% edge mask (test)	PIFM (GraphSAGE)	AP25.44	9	1mo ago
IMDB-B 10% edges masked (0.1 Drop)	PIFM	AP99.37	9	1mo ago
PROTEINS 10% edges masked (0.1 Drop)	PIFM	AP58.25	9	1mo ago
ENZYMES 10% edges masked (0.1 Drop)	PIFM	AP47.21	9	1mo ago
Synthetic Ring Graph (test)	GMT	Node Feature Error0	8	1mo ago
Grid Graph Synthetic (test)	MinCutPool	Node Feature Error (\|\|X - Xrec\|\|)0.0001	8	1mo ago
Small-world (WS) (test)	L2G	GMSE0.0513	6	1mo ago
Community SBM (test)	L2G	GMSE0.0735	6	1mo ago
Random sparse (ER) (test)	L2G	GMSE0.0746	6	1mo ago
Scale-free BA (test)	L2G	GMSE0.0594	6	1mo ago
Synthetic (balanced case, n=(80,80,80), N=20, K=3) - Mode C (test)	LTVG-TV	RMSE0.622	5	1mo ago
Synthetic balanced case n=(80,80,80) N=20 K=3 Mode B (test)	LTVG-TR	RMSE0.63	5	1mo ago
Synthetic (balanced case, n=(80,80,80), N=20, K=3) - Mode A (test)	LTVG-GL	RMSE0.612	5	1mo ago
Synthetic balanced case, n=(80,80,80), N=20, K=3 (Mode C)	LTVG-TV	RMSE0.622	5	1mo ago
Synthetic balanced case, n=(80,80,80), N=20, K=3 (Mode B)	LTVG-TR	RMSE0.63	5	1mo ago
Synthetic balanced case, n=(80,80,80), N=20, K=3 (Mode A)	LTVG-GL	RMSE0.612	5	1mo ago

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