FedQueue predicts per-facility queue delays, buffers late arrivals via cutoffs, and uses staleness-aware aggregation to achieve O(1/sqrt(R)) convergence and 20.5% real-world improvement in cross-facility HPC federated learning.
Baker and Ziqi Chen and Xia Ning and Huan Sun , booktitle=
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FedQueue: Queue-Aware Federated Learning for Cross-Facility HPC Training
FedQueue predicts per-facility queue delays, buffers late arrivals via cutoffs, and uses staleness-aware aggregation to achieve O(1/sqrt(R)) convergence and 20.5% real-world improvement in cross-facility HPC federated learning.