Özgür, Ayfer

1. Advances and Open Problems in Federated Learning
   2019/12/10 by Peter Kairouz, H. Brendan McMahan, Kairouz, Peter +115 · 599 citations
   Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. Breaking the Communication-Privacy-Accuracy Trilemma
   2020/07/22 by Weining Chen, Chen, Wei-Ning, Peter Kairouz +3 · 8 citations
   Computer Science · Engineering · #Cryptography and Security (cs.CR) #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Wireless Communication Security Techniques
3. Differentially Private Decoupled Graph Convolutions for Multigranular Topology Protection
   2023/07/12 by Eli Chien, Chien, Eli, Weining Chen +9 · 3 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
4. The Courtade-Kumar Most Informative Boolean Function Conjecture and a\n Symmetrized Li-M 'edard Conjecture are Equivalent
   2020/04/02 by Leighton Pate Barnes, Barnes, Leighton Pate, Ayfer Özgür +1 · 1 citation
   Mathematics · #Advanced Mathematical Identities #Benford’s Law and Fraud Detection #FOS: Computer and information sciences #Information Theory (cs.IT)
5. Lower Bounds and a Near-Optimal Shrinkage Estimator for Least Squares\n using Random Projections
   2020/06/15 by Srivatsan Sridhar, Sridhar, Srivatsan, Mert Pilancı +3 · 1 citation
   Computer Science · Engineering · Mathematics · #Advanced Statistical Methods and Models #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
6. Training generative models from privatized data
   2023/06/15 by Daria Reshetova, Reshetova, Daria, Weining Chen +3 · 2 citations
   Computer Science · #Advanced Database Systems and Queries #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Semantic Web and Ontologies
7. Universal Exact Compression of Differentially Private Mechanisms
   2024/05/28 by Yanxiao Liu, Liu, Yanxiao, Weining Chen +5 · 2 citations
   Computer Science · Mathematics · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Geometric and Algebraic Topology #Information Theory (cs.IT) #Machine Learning (stat.ML) #semigroups and automata theory
8. The communication cost of security and privacy in federated frequency estimation
   2022/11/18 by Weining Chen, Ayfer Özgür, Chen, Wei-Ning +5 · 1 citation
   Computer Science · Engineering · #Cryptography and Data Security #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Information Theory (cs.IT) #Privacy-Preserving Technologies in Data #Wireless Communication Security Techniques
9. Federated Experiment Design under Distributed Differential Privacy
   2023/11/07 by Chen, Wei-Ning, Cormode, Graham, Bharadwaj, Akash +2 · 1 citation
   #Applications (stat.AP) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences