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Benchmarks
Semi-supervised node classification on Heterophily graphs Uniform Missing
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47.84
Chameleon Accuracy
FSD-CAP
22.0064
28.7132
35.42
42.1268
Jan 26, 2026
Chameleon Accuracy
Texas Accuracy
Cornell Accuracy
Wisconsin Accuracy
Average Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Chameleon Accuracy
Texas Accuracy
Cornell Accuracy
Wisconsin Accuracy
Average Accuracy
FSD-CAP
Missing rate=99.5%
2026.01
47.84
71.07
57.55
58.95
58.85
PCFI
Missing rate=99.5%
2026.01
40.54
62.5
55.86
57.37
54.07
FP
Missing rate=99.5%
2026.01
40.36
61.43
55.86
58.16
53.95
Hop-GNN
Missing rate=99.5%
2026.01
25.19
57.11
47.11
49.02
44.61
GPR-GNN
Missing rate=99.5%
2026.01
23
58.42
48.42
46.08
43.98
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