ResearchBenchmarksReduction-based convolutions on web-trafficFollow8.31Forward Latency SpeedupOurs-0.271.95754.1856.4125May 29, 2026Evaluation ResultsMethodMethodLinksForward Latency SpeedupBackward Latency SpeedupForward Peak Memory RatioBackward Peak Memory RatioOursHidden dimension (D)=5...Hidden dimension (D)=512, Aggregation operator=min-aggregation2026.058.311.521.431.28cuGraphHidden dimension (D)=5...Hidden dimension (D)=512, Aggregation operator=min-aggregation2026.050.062.171.191.13