#communication-efficiency2 articles

2 articles

AI × CryptoBullisharXiv – CS AI · 6h ago2

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Communication-Efficient Quantum Federated Learning over Large-Scale Wireless Networks

Researchers present a novel quantum federated learning framework for large-scale wireless networks that combines quantum computing with privacy-preserving federated learning. The study introduces a sum-rate maximization approach using quantum approximate optimization algorithm (QAOA) that achieves over 100% improvement in performance compared to conventional methods.

AINeutralarXiv – CS AI · 6h ago0

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CA-AFP: Cluster-Aware Adaptive Federated Pruning

Researchers propose CA-AFP, a new federated learning framework that combines client clustering with adaptive model pruning to address both statistical and system heterogeneity challenges. The approach achieves better accuracy and fairness while reducing communication costs compared to existing methods, as demonstrated on human activity recognition benchmarks.