ResearchBenchmarksReduction-based convolutions on city-roads LReduction-based convolutions on city-roads LFollow4.14Latency Speedup (Forward Pass)Ours3.47443.64723.823.9928May 29, 2026Evaluation resultsMethodMethodLinksLatency Speedup (Forward Pass)Latency Speedup (Backward Pass)Peak Memory Ratio (Forward Pass)Peak Memory Ratio (Backward Pass)OursHidden dimension (D)=5...Hidden dimension (D)=512, Aggregation operator=min-aggregation2026.054.141.631.661.35cuGraphHidden dimension (D)=5...Hidden dimension (D)=512, Aggregation operator=min-aggregation2026.053.51.381.281.17