ResearchBenchmarksDecentralized Non-Convex Optimization on Sub-Gaussian Noise Theoretical Bounds (ρ=0)Decentralized Non-Convex Optimization on Sub-Gaussian Noise Theoretical Bounds (ρ=0)Follow1HP RateDSGD0.950.97511.025Apr 30, 2026Evaluation resultsMethodMethodLinksHP RateTransient TimeDSGDWork=[21], Result=HP,...Work=[21], Result=HP, Heterogeneity=✗†2026.041—DSGDWork=[22], Result=HP,...Work=[22], Result=HP, Heterogeneity=✗2026.0413GT-DSGDWork=[12], Result=MSE,...Work=[12], Result=MSE, Heterogeneity=✔2026.0413GT-DSGDWork=Theorem 1, Result...Work=Theorem 1, Result=HP, Heterogeneity=✔2026.0413