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Open access Aug 2026

Federated Learning Approach for Multi-Regional Traffic Flow Prediction

Experiments on controlled synthetic data and the Q-Traffic real-world dataset demonstrate that the proposed framework improves predictive accuracy, cross-client stability, and robustness under heterogeneous federated traffic scenarios.

Zhi-Cheng Wang, Tao Zhang, Yi-Meng Zhu et al. · 0 citations