TH4.R3: Secure Aggregation in Federated Learning
Thu, 11 Jul, 16:25 - 17:45
Location: Ypsilon IV-V-VI
Session Chair: Changho Suh, KAIST
Track: 15: Distributed and Federated Learning
Thu, 11 Jul, 16:25 - 16:45

TH4.R3.1: Sparsity-Based Secure Gradient Aggregation for Resource-Constrained Federated Learning

Hasin Us Sami, Basak Guler, University of California Riverside, United States
Thu, 11 Jul, 16:45 - 17:05

TH4.R3.2: Secure Submodel Aggregation for Resource-Aware Federated Learning

Hasin Us Sami, Basak Guler, University of California Riverside, United States
Thu, 11 Jul, 17:05 - 17:25

TH4.R3.3: On the Optimality of Secure Aggregation with Uncoded Groupwise Keys Against User Dropouts and User Collusion

Ziting Zhang, Jiayu Liu, Kai Wan, Huazhong University of Science and Technology, China; Hua Sun, University of North Texas, United States; Mingyue Ji, University of Utah, United States; Giuseppe Caire, Technische Universitat Berlin, Germany
Thu, 11 Jul, 17:25 - 17:45

TH4.R3.4: Optimal Information Theoretic Secure Aggregation with Uncoded Groupwise Keys

Kai Wan, Huazhong University of Science and Technology, China; Hua Sun, University of North Texas, United States; Mingyue Ji, University of Utah, United States; Tiebin Mi, Huazhong University of Science and Technology, China; Giuseppe Caire, Technische Universitat Berlin, Germany