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The ModelNet dataset serves as a considerable-scale benchmark for federated learning by simulating non-IID disorders by means of artificial partitioning of CIFAR-one hundred classes involving FL shoppers. To address important difficulties for example model personalization, generalization under client range, and robustness to semantic skew, we introduce a few variants of ModelNet, Each and every created using a special algorithm, as illustrated in Fig. one. We offer an overview of these a few variants along with their corresponding algorithms beneath:
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