OLALa adapts lattice quantizers per client and per round in federated learning, preserving the O(1/T) convergence rate and improving accuracy over fixed lattice baselines.
A survey on federated learning: The journey from centralized to distributed on-site learning and beyond,
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OLALa: Online Learned Adaptive Lattice Codes for Heterogeneous Federated Learning
OLALa adapts lattice quantizers per client and per round in federated learning, preserving the O(1/T) convergence rate and improving accuracy over fixed lattice baselines.