Federated Learning Based on Fuzzy Fusion Rules for Chemical Production Process Fault Diagnosis. [PDF]
Xu Y, Yang W, Du S, Zhang M.
europepmc +1 more source
PFL-NON-IID Framework: Evaluating MOON Algorithm on Handling Non-IID Data Distributions
Sheng Chen +3 more
openaire +1 more source
HybridTrust: on-device federated learning with crypto-agile security for legacy and quantum-safe medical devices. [PDF]
Khan UH +5 more
europepmc +1 more source
Communication-Efficient Federated Learning with Dual-Sided Sparse Aggregation for Edge Sensing Systems. [PDF]
Zhao H, Li J.
europepmc +1 more source
Intrusion detection method for IoT in heterogeneous environment
In order to address the issue of inadequate training efficiency and subpar model performance encountered by Internet of things (IoT) devices when dealing with resource constraints and non-independent and identically distributed (Non-IID) data, a novel ...
LIU Jing, MU Zelin, LAI Yingxu
doaj
Experimentally Validated Quantum-Secure Federated Learning over a Multi-user Quantum Network. [PDF]
Liu ZP +8 more
europepmc +1 more source
Quantum federated learning for autonomous vehicle cybersecurity: An analytical review of architectures and threat landscapes. [PDF]
T S, Devadas RM.
europepmc +1 more source
Threshold-adaptive pruning with multi-key homomorphic encryption for communication-efficient secure federated learning. [PDF]
Guo J, Liu R, Xing J.
europepmc +1 more source
Robust federated learning for UAV object detection: a joint self-distillation and drift compensation approach. [PDF]
Hangsun Y +4 more
europepmc +1 more source
Optimization of cross-institutional medical federated learning framework driven by confidential computing. [PDF]
Xu F, Wei X, Zhao Z, Sun P.
europepmc +1 more source

