2022
Why neural networks find simple solutions: The many regularizers of geometric complexity
NeurIPS 2022accept
In many contexts, simpler models are preferable to more complex models and the control of this model complexity is the goal for many methods in machine learning such as regularization, hyperparameter tuning and architecture design. In deep learning, it has been difficult to understand the underlying…