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WebWe propose MaxUp, an embarrassingly simple, highly effective technique for improving the generalization performance of machine learning models, especially deep neural networks. The idea is to generate a set of augmented data with some random perturbations or transforms, and minimize the maximum, or worst case loss over the augmented data. By … Web7 jul. 2024 · MaxUp生成一系列随机增强数据,并且最小化其中损失最大的样本。. 对于数据集中的某个数据点x,生成m个扰动数据点。. 这可以通过SGD求得:. 其中, ,x'通过P … WebAbstract: We propose MaxUp, a simple and effective technique for improving the generalization performance of machine learning models, especially deep neural networks. The idea is to generate a set of augmented data with some random perturbations or transforms, and minimize the maximum, or worst case loss over the augmented data. smite extended mouse pads