Gradient Band-based Adversarial Training for Generalized Attack Immunity of A3C Path Finding

18 Jul 2018 Tong Chen Wenjia Niu Yingxiao Xiang Xiaoxuan Bai Jiqiang Liu Zhen Han Gang Li

As adversarial attacks pose a serious threat to the security of AI system in practice, such attacks have been extensively studied in the context of computer vision applications. However, few attentions have been paid to the adversarial research on automatic path finding... (read more)

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Methods used in the Paper


METHOD TYPE
Entropy Regularization
Regularization
Dense Connections
Feedforward Networks
Softmax
Output Functions
Convolution
Convolutions
A3C
Policy Gradient Methods