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How deep learning sees the world: A survey on adversarial attacks & defenses
Deep Learning is currently used to perform multiple tasks, such as object recognition, face
recognition, and natural language processing. However, Deep Neural Networks (DNNs) are …
recognition, and natural language processing. However, Deep Neural Networks (DNNs) are …
Cross-entropy loss functions: Theoretical analysis and applications
Cross-entropy is a widely used loss function in applications. It coincides with the logistic loss
applied to the outputs of a neural network, when the softmax is used. But, what guarantees …
applied to the outputs of a neural network, when the softmax is used. But, what guarantees …
Better diffusion models further improve adversarial training
It has been recognized that the data generated by the denoising diffusion probabilistic
model (DDPM) improves adversarial training. After two years of rapid development in …
model (DDPM) improves adversarial training. After two years of rapid development in …