Recent advances in machine learning have led to increased interest solving visual computing problems using methods that employ coordinate-based neural networks. These methods, which we call fields, parameterize physical properties of scenes or objects across space and time. They seen widespread success such as 3D shape image synthesis, animation human bodies, reconstruction, pose estimation. Ra...