bilevel optimization, hyperparameter optimization

Delta-STN: Efficient Bilevel Optimization for Neural Networks using Structured Response Jacobians
Juhan Bae, Roger Grosse
Neural Information Processing Systems (Neurips), 2020
arXiv - code - poster - slides

computer vision, object detection

Fast 6DoF Pose Estimation with Synthetic Textureless CAD Model for Mobile Applications
Bowen Chen, Juhan Bae, Dibyendu Mukherjee
IEEE International Conference on Image Processing (ICIP), 2019
doi - pdf - poster

Workshop Publications
deep learning optimization

On Monotonic Linear Interpolation of Neural Network Parameters
James Lucas, Juhan Bae, Michael Zhang, Richard Zemel, Jimmy Ba, Roger Grosse
Optimization for Machine Learning Workshop (NeurIPS), 2020
pdf - poster

bayesian deep learning

Eigenvalue Corrected Noisy Natural Gradient
Juhan Bae, Guodong Zhang, Roger Grosse
Bayesian Deep Learning Workshop (NeurIPS), 2018
arXiv - code - poster

computer vision, video classification

Learnable Pooling Methods for Video Classification
Sebastian Kmiec, Juhan Bae, Ruijian An
The 2nd Workshop on YouTube-8M Large-Scale Video Understanding (ECCV), 2018 (oral)
arXiv - code

computer vision, object detection

Methods and Systems for Training an Object Detection Algorithm using Synthetic Images
Dibyendu Mukherjee, Bowen Chen, Juhan Bae