Differentially Private and Fair Deep Learning: A Lagrangian Dual Approach.
Cuong TranFerdinando FiorettoPascal Van HentenryckPublished in: CoRR (2020)
Keyphrases
- deep learning
- differentially private
- lagrangian dual
- cutting plane algorithm
- lower and upper bounds
- lagrangian relaxation
- differential privacy
- linear programming
- duality gap
- unsupervised learning
- branch and bound
- machine learning
- linear program
- optimal solution
- dual variables
- mental models
- weakly supervised
- lower bound
- topic models
- natural images
- integer programming
- upper bound
- np hard
- feature space
- computer vision
- learning algorithm
- data sets