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Graph Transformer Efficiency Benchmarking on city-roads L
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9.7
Latency Speedup (Forward)
CSR fused kernels
0.0488
2.5544
5.06
7.5656
May 29, 2026
Latency Speedup (Forward)
Latency Speedup (Backward)
Peak Memory Ratio (Forward)
Peak Memory Ratio (Backward)
Updated 2d ago
Evaluation Results
Method
Method
Links
Latency Speedup (Forward)
Latency Speedup (Backward)
Peak Memory Ratio (Forward)
Peak Memory Ratio (Backward)
CSR fused kernels
Heads (H)=2, Head Dime...
2026.05
9.7
1.71
1.77
1.51
CSR fused kernels
Heads (H)=8, Head Dime...
2026.05
2.01
1.34
2.37
1.53
PyG
Heads (H)=2, Head Dime...
2026.05
1.54
0.62
0.54
0.72
Ours (CSR fused)
Number of Heads (H)=4,...
2026.05
1.15
1.16
1.16
1
Ours (WSB/TC)
Number of Heads (H)=4,...
2026.05
1.15
1.03
1.07
1.21
DF-GNN
Number of Heads (H)=4,...
2026.05
1.13
1.18
1.16
1.13
PyG
Heads (H)=8, Head Dime...
2026.05
0.42
0.58
0.48
0.61
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