339 citations · 954 across the 23 of their papers we have counts for
Showing 2021Show all
3 papers · 1 filter
cs.LG2021★ 2 cited
Towards Understanding the Impact of Model Size on Differential Private Classification
Yinchen Shen, Zhiguo Wang, Ruoyu Sun +1
Differential privacy (DP) is an essential technique for privacy-preserving. It was found that a large model trained for privacy preserving performs worse than a smaller model (e.g.…
cs.LG2021★ 9 cited
Federated Semi-Supervised Learning with Class Distribution Mismatch
Zhiguo Wang, Xintong Wang, Ruoyu Sun +1
Many existing federated learning (FL) algorithms are designed for supervised learning tasks, assuming that the local data owned by the clients are well labeled. However, in many pr…
cs.LG2021★ 1 cited
Achieving Small Test Error in Mildly Overparameterized Neural Networks
Shiyu Liang, Ruoyu Sun, R. Srikant
Recent theoretical works on over-parameterized neural nets have focused on two aspects: optimization and generalization. Many existing works that study optimization and generalizat…