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Benchmarks
Point Cloud Classification on Circles vs. Lines Synthetic
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100
AUROC
NPF-Tri
71.504
78.902
86.3
93.698
May 15, 2026
AUROC
Gap to Best NPF
Updated 16d ago
Evaluation Results
Method
Method
Links
AUROC
Gap to Best NPF
NPF-Tri
Max params=≤68,866, k=1
2026.05
100
-
Graph Trans.
Max params=173,063
2026.05
100
-
Point Net++
Max params=1,481,735
2026.05
100
-
Point Trans.
Max params=2,165,767
2026.05
100
-
NPF-Gram
Max params=≤68,866, k=1
2026.05
99.7
0.3
GIN
Max params=23,305
2026.05
99.5
0.5
NPF-Flat
Max params=≤68,866, k=1
2026.05
98.5
1.5
GCN
Max params=23,303
2026.05
73.5
26.5
TDL
Max params=23,815
2026.05
73.1
26.9
MLP
Max params=31,111
2026.05
72.9
27.1
Graph SAGE
Max params=45,447
2026.05
72.6
27.4
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