35 citations · 133 across the 19 of their papers we have counts for
4 papers · 1 filter
FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping
Xiaoyu Cao, Minghong Fang, Jia Liu +1
Byzantine-robust federated learning aims to enable a service provider to learn an accurate global model when a bounded number of clients are malicious. The key idea of existing Byz…
Multi-Armed Bandits with Local Differential Privacy
Wenbo Ren, Xingyu Zhou, Jia Liu +1
This paper investigates the problem of regret minimization for multi-armed bandit (MAB) problems with local differential privacy (LDP) guarantee. In stochastic bandit systems, the…
The Sample Complexity of Best- Items Selection from Pairwise Comparisons
Wenbo Ren, Jia Liu, Ness B. Shroff
This paper studies the sample complexity (aka number of comparisons) bounds for the active best- items selection from pairwise comparisons. From a given set of items, the learne…
Overfitting Can Be Harmless for Basis Pursuit, But Only to a Degree
Peizhong Ju, Xiaojun Lin, Jia Liu
Recently, there have been significant interests in studying the so-called "double-descent" of the generalization error of linear regression models under the overparameterized and o…