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Theoretical Complexity Analysis for Collaborative Filtering
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2
Loss Computation Complexity
LightGCN
1.96
2.23
2.5
2.77
May 29, 2026
Loss Computation Complexity
Graph Construction Complexity
Graph Convolution Complexity
Updated 2d ago
Evaluation Results
Method
Method
Links
Loss Computation Complexity
Graph Construction Complexity
Graph Convolution Complexity
LightGCN
2026.05
2
2
2
FourierKAN-GCF
2026.05
2
2
2
SimGCF
2026.05
2
2
2
LightGODE
2026.05
2
-
-
SaFeAU
2026.05
2
-
-
LightCCF
2026.05
3
-
-
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