Lie He

1. Learning from History for Byzantine Robust Optimization
   2020/12/18 by Sai Praneeth Karimireddy, Karimireddy, Sai Praneeth, Lie He +3 · 21 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Distributed #FOS: Computer and information sciences #FOS: Mathematics #I.2.6 #I.5.1 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
2. Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing
   2020/06/16 by Sai Praneeth Karimireddy, Karimireddy, Sai Praneeth, Lie He +3 · 19 citations
   Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #I.2.6 #I.5.1 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
3. Byzantine-Robust Decentralized Learning via ClippedGossip
   2022/02/03 by Lie He, He, Lie, Sai Praneeth Karimireddy +3 · 10 citations
   Computer Science · Engineering · #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Wireless Communication Security Techniques #and Cluster Computing (cs.DC)
4. COLA: Decentralized Linear Learning
   2018/08/13 by Lie He, He, Lie, An Bian +3 · 4 citations
   Computer Science · #Age of Information Optimization #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
5. Provably Personalized and Robust Federated Learning
   2023/06/14 by Mariel Werner, Lie He, Werner, Mariel +7 · 2 citations
   Computer Science · Decision Sciences · Mathematics · #Data Quality and Management #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Statistical Methods and Inference #and Cluster Computing (cs.DC)
6. CoBo: Collaborative Learning via Bilevel Optimization
   2024/09/09 by Diba Hashemi, Hashemi, Diba, Lie He +3 · 3 citations
   Psychology · #Distributed #FOS: Computer and information sciences #Innovative Teaching and Learning Methods #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
7. Debiasing Conditional Stochastic Optimization
   2023/04/20 by Lie He, He, Lie, Shiva Prasad Kasiviswanathan +1 · 1 citation
   Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Stochastic Gradient Optimization Techniques #Risk and Portfolio Optimization