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Graph Transformer Efficiency Benchmarking on city-roads M
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2.19
Latency Speedup (Forward)
CSR fused kernels
0.3492
0.8271
1.305
1.7829
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)=8, Head Dime...
2026.05
2.19
1.38
2.72
1.76
Ours (WSB/TC)
Number of Heads (H)=4,...
2026.05
1.16
1.07
1.08
1.21
Ours (CSR fused)
Number of Heads (H)=4,...
2026.05
1.15
1.19
1.17
1
DF-GNN
Number of Heads (H)=4,...
2026.05
1.12
1.2
1.16
1.08
PyG
Heads (H)=8, Head Dime...
2026.05
0.42
0.59
0.49
0.62
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