Our paper, “Dynamic Optimization of Neural Network Structures Using Probabilistic Modeling”, has been accepted to the Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18). This paper proposes the framework to dynamically optimize the neural network structure during the training using gradient-based method.