BPGrad: Towards Global Optimality in Deep Learning via Branch and Pruning.
Ziming ZhangYuanwei WuGuanghui WangPublished in: CVPR (2018)
Keyphrases
- deep learning
- global optimality
- globally optimal
- global optimization
- optimal solution
- discrete optimization
- unsupervised learning
- search space
- objective function
- machine learning
- weakly supervised
- semidefinite
- global minimum
- convex functions
- global solution
- theoretical guarantees
- mental models
- graph cuts
- gradient field
- linear program
- pattern recognition
- support vector
- image processing