Bidirectional compression in heterogeneous settings for distributed or federated learning with partial participation: tight convergence guarantees

Constantin Philippenko, Aymeric Dieuleveut

We introduce a framework - Artemis - to tackle the problem of learning in a distributed or federated setting with communication constraints and device partial participation. Severa…