ResearchBenchmarksHLS Design Optimization on bnnkernelHLS Design Optimization on bnnkernelFollow20.3Latency (Cycles K)DAPO19.89222.64625.428.154Dec 12, 2025Evaluation resultsMethodMethodLinksLatency (Cycles K)LUT Utilization (K)DSP UtilizationDAPOPragma Usage=With PragmaPragma Usage=With Pragma2025.1220.33.453Vitis HLSPragma Usage=With PragmaPragma Usage=With Pragma2025.1226.48.513Vitis HLSPragma Usage=Without P...Pragma Usage=Without Pragma2025.1230.30.213DAPOPragma Usage=Without P...Pragma Usage=Without Pragma2025.1230.50.213