Derives convergence bounds for DQL with partial participation and non-convex losses; shows adaptive QNN-powered post-quantum security reduces execution time by 49% on hardware while detecting threats at over 91% accuracy.
Qubic: An open-source fpga-based control and measurement system for superconducting quan- tum information processors,
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Distributed Quantum Learning over Near-term Devices: Convergence Analysis and Security Design
Derives convergence bounds for DQL with partial participation and non-convex losses; shows adaptive QNN-powered post-quantum security reduces execution time by 49% on hardware while detecting threats at over 91% accuracy.