Ahmed Imtiaz Humayun

Training Dynamics of Deep Network Linear Regions

2023 · arXiv (Cornell University)

The study of Deep Network (DN) training dynamics has largely focused on the evolution of the loss function, evaluated on or around train and test set data points. In fact, many DN phenomenon were first …

Learning Transferable Features for Implicit Neural Representations

2024 · arXiv (Cornell University)

Implicit neural representations (INRs) have demonstrated success in a variety of applications, including inverse problems and neural rendering. An INR is typically trained to capture one signal of interest, resulting in learned neural features that …