Private and Communication-Efficient Edge Learning: A Sparse Differential Gaussian-Masking Distributed SGD Approach.
Xin ZhangMinghong FangJia LiuZhengyuan ZhuPublished in: CoRR (2020)
Keyphrases
- learning algorithm
- learning process
- communication overhead
- dictionary learning
- distributed systems
- learning problems
- learning tasks
- distributed learning
- prior knowledge
- active learning
- computer networks
- lightweight
- learning systems
- concurrent processes
- machine learning
- communication cost
- kernel methods
- maximum likelihood
- collaborative filtering
- supervised learning
- high dimensional
- pairwise
- cooperative
- reinforcement learning