ResearchTasksTransient Iteration AnalysisFollowBenchmarksDataset NameSOTA MethodSortMost resultsRecently updatedMost papersApplyDataset NameSOTA methodMetricTrendResultsLast UpdatedDecentralized SGD Non-convex and homogeneous Hypercube (Theoretical)Proposition 13Transient Iteration Complexity Bound2Jun 9, 2026Decentralized SGD Non-convex and homogeneous - Torus (Theoretical)Theorem 13Transient Iteration Bound2Jun 9, 2026Decentralized SGD (Non-convex and homogeneous) - Ring (Theoretical)Theorem 15Transient Iteration Exponent2Jun 9, 2026
Decentralized SGD Non-convex and homogeneous Hypercube (Theoretical)Proposition 13Transient Iteration Complexity Bound2Jun 9, 2026
Decentralized SGD Non-convex and homogeneous - Torus (Theoretical)Theorem 13Transient Iteration Bound2Jun 9, 2026
Decentralized SGD (Non-convex and homogeneous) - Ring (Theoretical)Theorem 15Transient Iteration Exponent2Jun 9, 2026