77 citations · 249 across the 25 of their papers we have counts for
4 papers · 1 filter
Advances and Open Problems in Federated Learning
Peter Kairouz, H. Brendan McMahan, Brendan Avent +56
Federated learning (FL) is a machine learning setting where many clients (e.g. mobile devices or whole organizations) collaboratively train a model under the orchestration of a cen…
Secure Coded Cooperative Computation at the Heterogeneous Edge against Byzantine Attacks
Yasaman Keshtkarjahromi, Rawad Bitar, Venkat Dasari +2
Edge computing is emerging as a new paradigm to allow processing data at the edge of the network, where data is typically generated and collected, by exploiting multiple devices at…
ON-OFF Privacy with Correlated Requests
Carolina Naim, Fangwei Ye, Salim El Rouayheb
We introduce the ON-OFF privacy problem. At each time, the user is interested in the latest message of one of N online sources chosen at random, and his privacy status can be ON or…
Single-Server Multi-Message Individually-Private Information Retrieval with Side Information
Anoosheh Heidarzadeh, Swanand Kadhe, Salim El Rouayheb +1
We consider a multi-user variant of the private information retrieval problem described as follows. Suppose there are users, each of which wants to privately retrieve a distinc…