r/MachineLearning - [D] What does it mean to understand? Neural networks case

We can say that we understand neural networks then and only then if you will come to me and say that the best model ever for some task has a 100 layers, and I will answer "No! 101 layers model is the best!". By this philosophical paper, we express our opinion on the neural network's understanding issue. We propose understanding requirements and based on them, describes the state when we can say that we understand the neural networks. The problem of "understanding" is very hotly debated in the machine learning community in the last time. We hope that our article will draw even more attention to this problem.