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Benchmarks
Point Cloud Classification on RNA velocity Syn.
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0.982
AUROC
Point Trans.
0.57328
0.67939
0.7855
0.89161
May 15, 2026
AUROC
Gap to Best NPF
Updated 16d ago
Evaluation Results
Method
Method
Links
AUROC
Gap to Best NPF
Point Trans.
Max params=2,165,767
2026.05
0.982
-0.024
Graph Trans.
Max params=173,063
2026.05
0.973
0.009
NPF-Gram
Max params=≤68,866, k=1
2026.05
0.958
-
Point Net++
Max params=1,481,735
2026.05
0.958
-
NPF-Tri
Max params=≤68,866, k=1
2026.05
0.941
0.017
NPF-Flat
Max params=≤68,866, k=1
2026.05
0.937
0.021
TDL
Max params=23,815
2026.05
0.861
0.097
MLP
Max params=31,111
2026.05
0.728
0.23
Graph SAGE
Max params=45,447
2026.05
0.725
0.233
GCN
Max params=23,303
2026.05
0.717
0.241
GIN
Max params=23,305
2026.05
0.589
0.369
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