My research has focused on better understanding neural net training dynamics, and using this understanding to improve training speed, generalization, uncertainty estimation, and automatic hyperparameter tuning. I’m now focusing on applying our understanding of deep learning to AI alignment. Given how fast AI is progressing, the problem of ensuring AIs are robustly aligned with human values seems like the most important thing we can be working on now.