ResearchBenchmarksReduction-based convolutions on web-topicsFollow8.24Latency Speedup (Forward Pass)Ours-0.26721.94144.156.3586May 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-aggregation2026.058.241.51.571.33cuGraphHidden dimension (D)=5...Hidden dimension (D)=512, Aggregation operator=min-aggregation2026.050.062.111.241.15