ResearchBenchmarksOptimization on Quadratic function κ = 100Follow98IterationsNAG68.84265.67462.5659.33Dec 10, 2025Evaluation ResultsMethodMethodLinksIterationsStatus vs SGDNAGConvergence threshold=...Convergence threshold=||∇f|| < 10^-32025.1298—MomentumConvergence threshold=...Convergence threshold=||∇f|| < 10^-32025.12221—HB-SGEConvergence threshold=...Convergence threshold=||∇f|| < 10^-32025.12647—SGDConvergence threshold=...Convergence threshold=||∇f|| < 10^-32025.12827—