Quantum ring all-reduce halves per-link communication via superdense coding and enables composable ε-secure aggregation at 2x GHZ overhead, plus quantum advantages in gradient conflict detection.
Privacy- preserving quantum federated learning via gradient hiding.Quantum Science and Technology, 9(3):035028, 2024
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Quantum ring all-reduce: communication and privacy advantages for distributed learning
Quantum ring all-reduce halves per-link communication via superdense coding and enables composable ε-secure aggregation at 2x GHZ overhead, plus quantum advantages in gradient conflict detection.