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stat.ML2025
Nonlinear functional regression by functional deep neural network with kernel embedding
Zhongjie Shi, Jun Fan, Linhao Song +2
Recently, deep learning has been widely applied in functional data analysis (FDA) with notable empirical success. However, the infinite dimensionality of functional data necessitat…
stat.ML2024
Can overfitted deep neural networks in adversarial training generalize? -- An approximation viewpoint
Zhongjie Shi, Fanghui Liu, Yuan Cao +1
Adversarial training is a widely used method to improve the robustness of deep neural networks (DNNs) over adversarial perturbations. However, it is empirically observed that adver…