ResearchBenchmarksReduction-based convolutions on pokec-regionsFollow2.59Latency Speedup (Forward Pass)Ours1.37321.68912.0052.3209May 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-aggregation2026.052.591.411.771.4cuGraphHidden dimension (D)=5...Hidden dimension (D)=512, Aggregation operator=min-aggregation2026.051.421.141.271.16