Girgis, Antonious M.

1. A Field Guide to Federated Optimization
   2021/07/14 by Jianyu Wang, Wang, Jianyu, Zachary Charles +103 · 20 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
2. Shuffled Model of Federated Learning: Privacy, Communication and\n Accuracy Trade-offs
   2020/08/17 by Antonious M. Girgis, Girgis, Antonious M., Deepesh Data +7 · 5 citations
   Computer Science · Mathematics · #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Advanced Causal Inference Techniques
3. On the Renyi Differential Privacy of the Shuffle Model
   2021/05/11 by Girgis, Antonious M., Data, Deepesh, Diggavi, Suhas +2 · 1 citation
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Renyi Differential Privacy of the Subsampled Shuffle Model in Distributed Learning
   2021/07/19 by Girgis, Antonious M., Data, Deepesh, Diggavi, Suhas · 1 citation
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG)
5. A Generative Framework for Personalized Learning and Estimation: Theory, Algorithms, and Privacy
   2022/07/05 by Ozkara, Kaan, Girgis, Antonious M., Data, Deepesh +1 · 1 citation
   #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. Differentially Private Stochastic Linear Bandits: (Almost) for Free
   2022/07/07 by Osama A. Hanna, Antonious M. Girgis, Hanna, Osama A. +5 · 1 citation
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Age of Information Optimization #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Stochastic Gradient Optimization Techniques
7. Learning from straggler clients in federated learning
   2024/03/14 by Andrew Hard, Hard, Andrew, Antonious M. Girgis +11 · 1 citation
   Computer Science · #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data