RESILIENTFL.ORG

The workshop will focus on the systems challenges raised by the area of federated (machine) learning, or more generally, distributed learning. In particular, we will focus on how to achieve reliable and secure learning considering that federated learning relies on a distributed set of nodes, often geographically distributed, not physically secured, heterogeneous, and with varying levels of resource constraints. The workshop will lead to a first-of-its-kind vision paper that will synthesize the progress we have made, the overarching technical problems we have to solve, and the 5 most compelling usage scenarios. We will plan on holding this workshop annually, rotating among security and systems venues... Invited talks: To be recorded and disseminated, but not included in the proceedings