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The ModelNet dataset serves as a big-scale benchmark for federated learning by simulating non-IID problems by way of synthetic partitioning of CIFAR-a hundred courses involving FL shoppers. To handle vital issues for example model personalization, generalization beneath shopper range, and robustness to semantic skew, we introduce three variants of ModelNet, Each individual manufactured utilizing a distinct algorithm, as illustrated in Fig. 1. We provide an summary of such three variants in conjunction with their corresponding algorithms underneath:

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