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The ModelNet dataset serves as a big-scale benchmark for federated learning by simulating non-IID disorders by means of artificial partitioning of CIFAR-one hundred classes between FL consumers. To address key worries which include model personalization, generalization underneath client variety, and robustness to semantic skew, we introduce three variants of ModelNet, each created using a special algorithm, as illustrated in Fig. one. We provide an overview of those three variants along with their corresponding algorithms down below:
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