ResearchBenchmarksDecentralized Federated Learning on CIFAR-10 Roofnet topologyFollow170,688Convergence Time (slots)Proposed165,043.2203,145.6241,248279,350.4Apr 16, 2026Evaluation ResultsMethodMethodLinksConvergence Time (slots)ProposedAccuracy Threshold=80%Accuracy Threshold=80%2026.04170,688BASS optAccuracy Threshold=80%Accuracy Threshold=80%2026.04192,528MATCHAAccuracy Threshold=80%Accuracy Threshold=80%2026.04212,688D-PSGDAccuracy Threshold=80%Accuracy Threshold=80%2026.04262,314BaseAccuracy Threshold=80%Accuracy Threshold=80%2026.04311,808