Reviews: Synthesizing the preferred inputs for neurons in neural networks via deep generator networks

Neural Information Processing Systems 

Visual quality of preferred inputs obtained using the proposed method is significantly improved compared to existing methods. Generalizability of the method is also supported by extra experiments. Overall the paper should be interesting to the deep learning community. However, there're also many key questions left untouched. For example, is visual interpretability a sufficient and necessary condition for good network performance?