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Benchmarks
Reduction-based convolutions on pokec-regions
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2.59
Latency Speedup (Forward Pass)
Ours
1.3732
1.6891
2.005
2.3209
May 29, 2026
Latency Speedup (Forward Pass)
Latency Speedup (Backward Pass)
Peak Memory Ratio (Forward Pass)
Peak Memory Ratio (Backward Pass)
Updated 2d ago
Evaluation Results
Method
Method
Links
Latency Speedup (Forward Pass)
Latency Speedup (Backward Pass)
Peak Memory Ratio (Forward Pass)
Peak Memory Ratio (Backward Pass)
Ours
Hidden dimension (D)=5...
2026.05
2.59
1.41
1.77
1.4
cuGraph
Hidden dimension (D)=5...
2026.05
1.42
1.14
1.27
1.16
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